Add multilingual audit CI pipeline + extract mandelblog_content_guard

2026-03-29 20:49:42 +02:00
parent 643aca26d0
commit e3bafd3a73
104 changed files with 3372 additions and 6 deletions
--- a/44
+++ b/44
@@ -9,6 +9,10 @@ pipeline {
    environment {
        PYENVPIPELINE_VIRTUALENV = '1'
        GIT_SSH_COMMAND = 'ssh -o StrictHostKeyChecking=accept-new'
+        STAGING_AUDIT_HOST = 'root@49.12.204.96'
+        STAGING_AUDIT_PROJECT_DIR = '/home/www-mandelstudio/mandelstudio'
+        STAGING_AUDIT_MANAGE = '/var/lib/virtualenv/mandelstudio/bin/manage.py'
+        STAGING_AUDIT_SSH_CREDENTIALS_ID = 'staging-root-ssh'
    }

    stages {
@@ -74,7 +78,7 @@ pipeline {
            steps {
                sh '''
                    . .venv/bin/activate
-                    python -m compileall -q setup.py mandelstudio
+                    python -m compileall -q setup.py mandelstudio mandelblog_content_guard
                '''
            }
            post {
@@ -86,6 +90,40 @@ pipeline {
                }
            }
        }
+        stage('Deploy Staging') {
+            steps {
+                echo 'Triggering staging deploy for mandelstudio after successful CI build.'
+                build job: 'deploy-project-stg',
+                    wait: true,
+                    propagate: true,
+                    parameters: [string(name: 'PROJECT_NAME', value: 'mandelstudio')]
+            }
+        }
+        stage('Post-Deploy Multilingual Audit') {
+            options {
+                timeout(time: 10, unit: 'MINUTES')
+            }
+            steps {
+                sh 'mkdir -p artifacts'
+                withCredentials([sshUserPrivateKey(credentialsId: env.STAGING_AUDIT_SSH_CREDENTIALS_ID, keyFileVariable: 'STAGING_SSH_KEYFILE')]) {
+                    sh './scripts/run_remote_multilingual_audit.sh'
+                }
+                script {
+                    int status = sh(script: 'python3 scripts/multilingual_audit_ci.py --json artifacts/multilingual-audit.json', returnStatus: true)
+                    if (status == 2) {
+                        error('Block-level multilingual issues detected or audit execution failed.')
+                    }
+                    if (status == 1) {
+                        unstable('Warn-level multilingual issues detected.')
+                    }
+                }
+            }
+            post {
+                always {
+                    archiveArtifacts artifacts: 'artifacts/multilingual-audit.json', onlyIfSuccessful: false
+                }
+            }
+        }
    }
    post {
        always {
@@ -97,10 +135,6 @@ pipeline {
                . .venv/bin/activate
                    pip install coverage
            '''
-            echo 'Triggering staging deploy for mandelstudio after successful CI build.'
-            build job: 'deploy-project-stg',
-                wait: false,
-                parameters: [string(name: 'PROJECT_NAME', value: 'mandelstudio')]
        }
        failure {
            emailext subject: "JENKINS-NOTIFICATION: ${currentBuild.currentResult}: Job '${env.JOB_NAME} #${env.BUILD_NUMBER}'",
--- a/Jenkinsfile.multilingual-nightly
+++ b/Jenkinsfile.multilingual-nightly
@@ -0,0 +1,62 @@
+#!/usr/bin/env groovy
+
+pipeline {
+    agent { label 'external_pool' }
+    triggers {
+        cron('H 2 * * *')
+    }
+    options {
+        disableConcurrentBuilds()
+        skipDefaultCheckout(true)
+    }
+    environment {
+        STAGING_AUDIT_HOST = 'root@49.12.204.96'
+        STAGING_AUDIT_PROJECT_DIR = '/home/www-mandelstudio/mandelstudio'
+        STAGING_AUDIT_MANAGE = '/var/lib/virtualenv/mandelstudio/bin/manage.py'
+        STAGING_AUDIT_SSH_CREDENTIALS_ID = 'staging-root-ssh'
+    }
+    stages {
+        stage('Checkout') {
+            steps {
+                withCredentials([sshUserPrivateKey(credentialsId: 'gitea-ssh', keyFileVariable: 'GIT_KEYFILE')]) {
+                    sh '''
+                        export GIT_SSH_COMMAND="ssh -i $GIT_KEYFILE -o StrictHostKeyChecking=accept-new"
+                        if [ -d .git ]; then
+                            git remote set-url origin ssh://git@git.mandelblog.com:2222/salt/mandelstudio.git
+                            git fetch --tags --force --progress origin +refs/heads/master:refs/remotes/origin/master
+                        else
+                            git clone ssh://git@git.mandelblog.com:2222/salt/mandelstudio.git .
+                            git fetch --tags --force --progress origin +refs/heads/master:refs/remotes/origin/master
+                        fi
+                        git checkout -f refs/remotes/origin/master
+                    '''
+                }
+            }
+        }
+        stage('Nightly Multilingual Audit') {
+            options {
+                timeout(time: 10, unit: 'MINUTES')
+            }
+            steps {
+                sh 'mkdir -p artifacts && [ -f artifacts/multilingual-audit.json ] && cp artifacts/multilingual-audit.json artifacts/previous-multilingual-audit.json || true'
+                withCredentials([sshUserPrivateKey(credentialsId: env.STAGING_AUDIT_SSH_CREDENTIALS_ID, keyFileVariable: 'STAGING_SSH_KEYFILE')]) {
+                    sh './scripts/run_remote_multilingual_audit.sh'
+                }
+                script {
+                    int status = sh(script: 'python3 scripts/multilingual_audit_ci.py --json artifacts/multilingual-audit.json --previous-json artifacts/previous-multilingual-audit.json', returnStatus: true)
+                    if (status == 2) {
+                        error('Block-level multilingual issues detected or audit execution failed.')
+                    }
+                    if (status == 1) {
+                        unstable('Warn-level multilingual issues detected.')
+                    }
+                }
+            }
+            post {
+                always {
+                    archiveArtifacts artifacts: 'artifacts/multilingual-audit.json,artifacts/previous-multilingual-audit.json', onlyIfSuccessful: false
+                }
+            }
+        }
+    }
+}
--- a/mandelblog_content_guard/init.py
+++ b/mandelblog_content_guard/init.py
@@ -0,0 +1 @@
+default_app_config = "mandelblog_content_guard.apps.MandelblogContentGuardConfig"
--- a/mandelblog_content_guard/agents/init.py
+++ b/mandelblog_content_guard/agents/init.py
@@ -0,0 +1,25 @@
+from .base import BaseLanguageAgent
+from .de import GermanAgent
+from .en import EnglishAgent
+from .es import SpanishAgent
+from .fr import FrenchAgent
+from .it import ItalianAgent
+from .nl import DutchAgent
+from .pt import PortugueseAgent
+from .ru import RussianAgent
+
+AGENT_REGISTRY = {
+    "nl": DutchAgent,
+    "en": EnglishAgent,
+    "de": GermanAgent,
+    "fr": FrenchAgent,
+    "es": SpanishAgent,
+    "it": ItalianAgent,
+    "pt": PortugueseAgent,
+    "ru": RussianAgent,
+}
+
+
+def get_language_agent(locale_code: str) -> BaseLanguageAgent:
+    agent_class = AGENT_REGISTRY.get(locale_code, BaseLanguageAgent)
+    return agent_class()
--- a/mandelblog_content_guard/agents/base.py
+++ b/mandelblog_content_guard/agents/base.py
@@ -0,0 +1,187 @@
+from __future__ import annotations
+
+import re
+from collections import defaultdict
+from typing import Any
+
+from django.utils.module_loading import import_string
+
+from ..settings import get_rewrite_backend
+
+
+class BaseLanguageAgent:
+    locale = "nl"
+    tone = "business"
+    preferred_formality = "neutral"
+    cta_defaults: dict[str, str] = {}
+    vocabulary_map: dict[str, str] = {}
+    contextual_vocabulary_map: dict[str, dict[str, str]] = {}
+    cleanup_patterns: tuple[tuple[re.Pattern[str], str], ...] = (
+        (
+            re.compile(
+                r"""^.*?\bis\s+(?:German|Spanish|French|Italian|Portuguese|Dutch),\s+not\s+Dutch.*?(?::\s*|\"\.\s*)(?P<quote>.+?)\"?\.?\s*$""",
+                re.IGNORECASE,
+            ),
+            "{quote}",
+        ),
+        (
+            re.compile(
+                r"""^.*?\btranslation\s+from\s+.*?(?::\s*|\"\.\s*)(?P<quote>.+?)\"?\.?\s*$""",
+                re.IGNORECASE,
+            ),
+            "{quote}",
+        ),
+        (
+            re.compile(
+                r"""^.*?\btraducid[oa]\s+al\s+.*?(?::\s*|\"\.\s*)(?P<quote>.+?)\"?\.?\s*$""",
+                re.IGNORECASE,
+            ),
+            "{quote}",
+        ),
+        (
+            re.compile(
+                r"""^.*?\bперевод\s+с\s+.*?(?::\s*|\"\.\s*)(?P<quote>.+?)\"?\.?\s*$""",
+                re.IGNORECASE,
+            ),
+            "{quote}",
+        ),
+        (
+            re.compile(
+                r"""^\s*La\s+entrada\s+\"?(?P<quote>.+?)\"?\s+está\s+en\s+alemán.*$""",
+                re.IGNORECASE,
+            ),
+            "{quote}",
+        ),
+    )
+
+    def __init__(self) -> None:
+        self.backend = self._load_backend()
+
+    def _load_backend(self):
+        backend_path = get_rewrite_backend()
+        if not backend_path:
+            return None
+        return import_string(backend_path)
+
+    def backend_prompt(self, field_path: str, text: str) -> str:
+        return (
+            f"Rewrite the following {self.locale} website copy for a small-business "
+            f"website in a natural, professional, sales-driven tone. Preserve meaning, "
+            f"remove translation artifacts, keep it concise, and do not add commentary.\n"
+            f"Field: {field_path}\n"
+            f"Locale: {self.locale}\n"
+            f"Tone: {self.tone}\n"
+            f"Formality: {self.preferred_formality}\n"
+            f"Text: {text}"
+        )
+
+    def _contextual_replacements(self, field_path: str) -> dict[str, str]:
+        lowered = field_path.lower()
+        replacements: dict[str, str] = {}
+        for token, mapping in self.contextual_vocabulary_map.items():
+            if token in lowered:
+                replacements.update(mapping)
+        return replacements
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return text
+
+    def _apply_replacements(self, text: str, replacements: dict[str, str]) -> str:
+        cleaned = text
+        phrase_replacements = {}
+        token_replacements = {}
+        for source, target in replacements.items():
+            if not source:
+                continue
+            if re.fullmatch(r"[\wÀ-ÿ-]+", source, flags=re.UNICODE):
+                token_replacements[source] = target
+            else:
+                phrase_replacements[source] = target
+
+        for source, target in sorted(phrase_replacements.items(), key=lambda item: len(item[0]), reverse=True):
+            cleaned = cleaned.replace(source, target)
+
+        for source, target in sorted(token_replacements.items(), key=lambda item: len(item[0]), reverse=True):
+            pattern = re.compile(rf"(?<![\wÀ-ÿ-]){re.escape(source)}(?![\wÀ-ÿ-])", re.UNICODE)
+            cleaned = pattern.sub(target, cleaned)
+        return cleaned
+
+    def cleanup_text(self, text: str, field_path: str = "") -> str:
+        cleaned = text.strip()
+        for pattern, replacement in self.cleanup_patterns:
+            match = pattern.match(cleaned)
+            if not match:
+                continue
+            cleaned = replacement.format(**match.groupdict()).strip()
+        cleaned = self._apply_replacements(cleaned, self.vocabulary_map)
+        cleaned = self._apply_replacements(cleaned, self._contextual_replacements(field_path))
+        cleaned = self.post_cleanup_text(cleaned, field_path=field_path)
+        return re.sub(r"\s+", " ", cleaned).strip()
+
+    def normalize_cta(self, text: str, field_path: str = "") -> str:
+        normalized = self.cleanup_text(text, field_path=field_path)
+        lowered = normalized.lower()
+        for keyword, replacement in self.cta_defaults.items():
+            if keyword in lowered:
+                return replacement
+        return normalized
+
+    def rewrite(self, text: str, field_path: str = "", issues: list[Any] | None = None) -> str:
+        cleaned = self.cleanup_text(text, field_path=field_path)
+        lowered_path = field_path.lower()
+        if any(token in lowered_path for token in ("cta", "button", "link_text", "submit")):
+            cleaned = self.normalize_cta(cleaned, field_path=field_path)
+        elif issues and any(
+            issue.issue_type in {"generic_badge_label", "foreign_ui_label", "weak_marketing_copy", "mixed_locale_heading"}
+            for issue in issues
+        ):
+            cleaned = self.cleanup_text(cleaned, field_path=field_path)
+        if self.backend:
+            rewritten = self.backend(
+                locale=self.locale,
+                field_path=field_path,
+                text=cleaned,
+                prompt=self.backend_prompt(field_path, cleaned),
+            )
+            if isinstance(rewritten, str) and rewritten.strip():
+                cleaned = rewritten.strip()
+        return cleaned
+
+    def process_block(self, block_data: Any, field_path: str = "", issue_map: dict[str, list[Any]] | None = None):
+        issue_map = issue_map or {}
+        if isinstance(block_data, dict):
+            changed = False
+            output = {}
+            for key, value in block_data.items():
+                child_path = f"{field_path}.{key}" if field_path else str(key)
+                new_value, child_changed = self.process_block(value, child_path, issue_map)
+                output[key] = new_value
+                changed = changed or child_changed
+            return output, changed
+        if isinstance(block_data, list):
+            changed = False
+            output = []
+            for index, value in enumerate(block_data):
+                child_path = f"{field_path}[{index}]"
+                new_value, child_changed = self.process_block(value, child_path, issue_map)
+                output.append(new_value)
+                changed = changed or child_changed
+            return output, changed
+        if isinstance(block_data, str):
+            issues = issue_map.get(field_path, [])
+            needs_rewrite = bool(issues) or any(
+                token in field_path for token in ("cta", "button", "label", "placeholder", "help_text")
+            )
+            if not needs_rewrite:
+                cleaned = self.cleanup_text(block_data)
+                return cleaned, cleaned != block_data
+            rewritten = self.rewrite(block_data, field_path=field_path, issues=issues)
+            return rewritten, rewritten != block_data
+        return block_data, False
+
+    def build_issue_map(self, issues: list[Any]) -> dict[str, list[Any]]:
+        issue_map: dict[str, list[Any]] = defaultdict(list)
+        for issue in issues:
+            if issue.field_path:
+                issue_map[issue.field_path].append(issue)
+        return issue_map
--- a/mandelblog_content_guard/agents/de.py
+++ b/mandelblog_content_guard/agents/de.py
@@ -0,0 +1,23 @@
+from .base import BaseLanguageAgent
+from ..normalizers import normalize_de_text
+from ..system_strings import build_system_vocabulary
+
+
+class GermanAgent(BaseLanguageAgent):
+    locale = "de"
+    tone = "professional and trustworthy"
+    preferred_formality = "formal Sie"
+    vocabulary_map = {
+        **build_system_vocabulary("de", ("transparent_investment",)),
+    }
+    cta_defaults = {
+        "starter": "Starter-Gespräch planen",
+        "business": "Beratungsgespräch planen",
+        "support": "Support anfragen",
+        "service": "Dienstleistungen anzeigen",
+        "project": "Projekt starten",
+        "kontakt": "Einführungsgespräch planen",
+    }
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return normalize_de_text(text, field_path=field_path)
--- a/mandelblog_content_guard/agents/en.py
+++ b/mandelblog_content_guard/agents/en.py
@@ -0,0 +1,34 @@
+from .base import BaseLanguageAgent
+from ..normalizers import normalize_en_text
+from ..system_strings import build_contextual_system_vocabulary, build_system_vocabulary
+
+
+class EnglishAgent(BaseLanguageAgent):
+    locale = "en"
+    tone = "business-friendly and direct"
+    preferred_formality = "neutral"
+    vocabulary_map = {
+        **build_system_vocabulary("en", ("plan_badge", "services_badge", "transparent_label", "transparent_investment")),
+    }
+    _system_contextual = build_contextual_system_vocabulary("en", ("plan_badge", "services_badge", "transparent_label"))
+    contextual_vocabulary_map = {
+        "badge": {**_system_contextual.get("badge", {})},
+        "label": {**_system_contextual.get("label", {})},
+        "metric": {**_system_contextual.get("metric", {})},
+        "stat": {**_system_contextual.get("stat", {})},
+        "title": {**_system_contextual.get("title", {})},
+        "heading": {**_system_contextual.get("heading", {})},
+        "rendered": {**_system_contextual.get("rendered", {})},
+    }
+    cta_defaults = {
+        "starter": "Book starter call",
+        "business": "Book business call",
+        "support": "View support",
+        "service": "View services",
+        "project": "Start your project",
+        "quote": "Request a quote",
+        "contact": "Book intro call",
+    }
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return normalize_en_text(text, field_path=field_path)
--- a/mandelblog_content_guard/agents/es.py
+++ b/mandelblog_content_guard/agents/es.py
@@ -0,0 +1,43 @@
+from .base import BaseLanguageAgent
+from ..normalizers import normalize_es_text
+from ..system_strings import build_contextual_system_vocabulary, build_system_vocabulary
+
+
+class SpanishAgent(BaseLanguageAgent):
+    locale = "es"
+    tone = "clear and business-focused"
+    preferred_formality = "formal"
+    vocabulary_map = {
+        **build_system_vocabulary(
+            "es",
+            (
+                "plan_badge",
+                "response_time",
+                "without_commitment",
+                "transparent_label",
+                "transparent_investment",
+            ),
+        ),
+    }
+    _system_contextual = build_contextual_system_vocabulary("es", ("plan_badge", "transparent_label"))
+    contextual_vocabulary_map = {
+        "badge": {**_system_contextual.get("badge", {})},
+        "label": {**_system_contextual.get("label", {})},
+        "metric": {**_system_contextual.get("metric", {})},
+        "stat": {**_system_contextual.get("stat", {})},
+        "title": {**_system_contextual.get("title", {})},
+        "heading": {**_system_contextual.get("heading", {})},
+        "rendered": {**_system_contextual.get("rendered", {})},
+    }
+    cta_defaults = {
+        "starter": "Reservar llamada inicial",
+        "business": "Reservar llamada comercial",
+        "support": "Solicitar soporte",
+        "service": "Mostrar los servicios",
+        "project": "Inicia tu proyecto",
+        "quote": "Solicitar propuesta",
+        "contact": "Planificar la reunión inicial",
+    }
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return normalize_es_text(text, field_path=field_path)
--- a/mandelblog_content_guard/agents/fr.py
+++ b/mandelblog_content_guard/agents/fr.py
@@ -0,0 +1,66 @@
+from .base import BaseLanguageAgent
+from ..system_strings import build_contextual_system_vocabulary, build_system_vocabulary
+
+
+class FrenchAgent(BaseLanguageAgent):
+    locale = "fr"
+    tone = "professional and commercial"
+    preferred_formality = "formal"
+    cta_defaults = {
+        "starter": "Planifier l’entretien de départ",
+        "business": "Planifier l’entretien commercial",
+        "support": "Voir le support",
+        "service": "Afficher les services",
+        "project": "Lancez votre projet",
+        "devis": "Demander un devis",
+        "contact": "Planifier l’échange",
+    }
+    vocabulary_map = {
+        **build_system_vocabulary("fr"),
+        "SERVICES": "PRESTATIONS",
+        "New": "Nouveau",
+        "Popular": "Populaire",
+        "Erstes Produktionsprojekt erfolgreich abgeschlossen.": "Premier projet de production livré avec succès.",
+        "Von Kickoff bis zum Launch mit einem klaren Umfang.": "Du cadrage au lancement avec un périmètre clair.",
+        "Demande d'admission initiale": "Planifier un échange initial",
+        "Geschäftsprozess besprechen": "Échanger sur votre processus métier",
+        "Entretien d'accueil": "Entretien initial",
+        "Vraag over diensten": "Question sur les services",
+        "Konkrete erste Schätzung": "Première estimation concrète",
+        "Ansatz, der zu Ihrem Budget passt": "Approche adaptée à votre budget",
+        "Detailliertes Seitenlayout": "Structure détaillée des pages",
+        "Investition": "investissement",
+        "Unverbindliches Gespräch, klares Angebot": "Sans engagement, offre claire",
+        "Bereit, mit der Business-Website zu starten?": "Prêt à démarrer votre site d’entreprise ?",
+        "Planifier un échange business": "Planifier un échange commercial",
+        "Aucune carte bancaire requise": "Sans engagement",
+    }
+    _system_contextual = build_contextual_system_vocabulary("fr")
+    contextual_vocabulary_map = {
+        "badge": {
+            **_system_contextual.get("badge", {}),
+            "Popular": "Le plus demandé",
+        },
+        "label": {
+            **_system_contextual.get("label", {}),
+            "Popular": "Le plus demandé",
+        },
+        "metric": {
+            **_system_contextual.get("metric", {}),
+        },
+        "stat": {
+            **_system_contextual.get("stat", {}),
+        },
+        "title": {
+            **_system_contextual.get("title", {}),
+            "SERVICES": "PRESTATIONS",
+        },
+        "heading": {
+            **_system_contextual.get("heading", {}),
+            "SERVICES": "PRESTATIONS",
+        },
+        "rendered": {
+            **_system_contextual.get("rendered", {}),
+            "SERVICES": "PRESTATIONS",
+        },
+    }
--- a/mandelblog_content_guard/agents/it.py
+++ b/mandelblog_content_guard/agents/it.py
@@ -0,0 +1,42 @@
+from .base import BaseLanguageAgent
+from ..normalizers import normalize_it_text
+from ..system_strings import build_contextual_system_vocabulary, build_system_vocabulary
+
+
+class ItalianAgent(BaseLanguageAgent):
+    locale = "it"
+    tone = "professional and approachable"
+    preferred_formality = "polite"
+    vocabulary_map = {
+        **build_system_vocabulary(
+            "it",
+            (
+                "weeks_1_2",
+                "without_commitment",
+                "transparent_label",
+                "transparent_investment",
+                "customization_integrations",
+                "multilingual_rollout",
+            ),
+        ),
+    }
+    _system_contextual = build_contextual_system_vocabulary("it", ("transparent_label",))
+    contextual_vocabulary_map = {
+        "badge": {**_system_contextual.get("badge", {})},
+        "label": {**_system_contextual.get("label", {})},
+        "metric": {**_system_contextual.get("metric", {})},
+        "stat": {**_system_contextual.get("stat", {})},
+        "rendered": {**_system_contextual.get("rendered", {})},
+    }
+    cta_defaults = {
+        "starter": "Prenota una call iniziale",
+        "business": "Pianifica la call business",
+        "support": "Richiedi supporto",
+        "service": "Mostra i servizi",
+        "project": "Avvia il tuo progetto",
+        "quote": "Richiedi una proposta",
+        "contact": "Pianifica la riunione introduttiva",
+    }
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return normalize_it_text(text, field_path=field_path)
--- a/mandelblog_content_guard/agents/nl.py
+++ b/mandelblog_content_guard/agents/nl.py
@@ -0,0 +1,20 @@
+from .base import BaseLanguageAgent
+from ..normalizers import normalize_nl_text
+
+
+class DutchAgent(BaseLanguageAgent):
+    locale = "nl"
+    tone = "zakelijk en duidelijk"
+    preferred_formality = "je/jij professioneel"
+    cta_defaults = {
+        "starter": "Plan startergesprek",
+        "business": "Plan zakelijk gesprek",
+        "support": "Bekijk support",
+        "service": "Bekijk diensten",
+        "project": "Start jouw project",
+        "contact": "Plan kennismaking",
+        "offerte": "Vraag voorstel aan",
+    }
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return normalize_nl_text(text, field_path=field_path)
--- a/mandelblog_content_guard/agents/pt.py
+++ b/mandelblog_content_guard/agents/pt.py
@@ -0,0 +1,111 @@
+from .base import BaseLanguageAgent
+from ..system_strings import build_contextual_system_vocabulary, build_system_vocabulary
+
+
+class PortugueseAgent(BaseLanguageAgent):
+    locale = "pt"
+    tone = "business-focused and practical"
+    preferred_formality = "neutral"
+    cta_defaults = {
+        "starter": "Agendar chamada inicial",
+        "business": "Agendar chamada comercial",
+        "support": "Ver suporte",
+        "service": "Ver serviços",
+        "project": "Iniciar o seu projeto",
+        "proposta": "Pedir proposta",
+        "contact": "Agendar reunião introdutória",
+    }
+    vocabulary_map = {
+        **build_system_vocabulary("pt"),
+        "SERVICES": "SERVIÇOS",
+        "New": "Novo",
+        "Popular": "Em destaque",
+        "Siti web e negozi online": "Sites e lojas online",
+        "Siti web e negozi online che sono rapidamente online e facili da gestire": "Sites e lojas online que ficam no ar rapidamente e são fáceis de gerir",
+        "Caso de cliente en directo": "Caso real de cliente",
+        "El primer proyecto de producción finalizado con éxito.": "O primeiro projeto de produção foi concluído com sucesso.",
+        "Más sobre el proceso": "Mais sobre o processo",
+        "Modifiez simplement vous-même.": "Edite facilmente por conta própria.",
+        "Opciones de la tienda web Mantenimiento y soporte Suporte mensal opcional para atualizações e estabilidade.": "Opções da loja online Manutenção e suporte Suporte mensal opcional para atualizações e estabilidade.",
+        "Opciones de la tienda web": "Opções da loja online",
+        "Planes de soporte": "Planos de suporte",
+        "Multilingüe": "Multilingue",
+        "Suivi + corrections": "Acompanhamento e correções",
+        "Mejoras mensuales": "Melhorias mensais",
+        "¿A qué velocidad puede comenzar?": "Com que rapidez podem começar?",
+        "¿Puedo editar textos e imágenes yo mismo?": "Posso editar textos e imagens por conta própria?",
+        "Einzelhandelsunternehmer": "Comerciante",
+        "lifestyle": "estilo de vida",
+        "À partir de 3 750 €": "A partir de 3.750 €",
+        "Transparente sobre o planejamento, o processo e a gestão.": "Clareza sobre o planeamento, o processo e a gestão.",
+        "Einzelhandelsinhaber Petite boutique en ligne Forfaits de services (à partir de) Pontos de partida transparentes.": "Comerciantes Pequena loja online Pacotes de serviço (a partir de) Pontos de partida claros.",
+        "Unsere Serviços": "Os nossos serviços",
+        "Unsere Serviços: vom schnellen Start bis zu skalierbarem Wachstum": "Os nossos serviços: do lançamento rápido ao crescimento escalável",
+        "Elija el camino": "Escolha o caminho certo",
+        "Elija el camino que corresponda a su fase: sitio de inicio, sitio empresarial, tienda en línea o soporte continuo.": "Escolha o caminho certo para a sua fase: site inicial, site empresarial, loja online ou suporte contínuo.",
+        "Début en direct": "Lançamento rápido",
+        "Demande d'admission initiale": "Agendar conversa inicial",
+        "Site Web d'Entreprise": "Site empresarial",
+        "Hablar sobre el proceso empresarial": "Falar sobre o processo do negócio",
+        "Mise en place de boutique en ligne": "Implementação de loja online",
+        "Maintenance & gestion": "Manutenção e gestão",
+        "Afficher le plan de soutien": "Ver suporte",
+        "Introducción multilingüe": "Lançamento multilingue",
+        "Forfaits de services (à partir de)": "Pacotes de serviço (a partir de)",
+        "Schnell online mit einer starken Basis": "Rápido online com uma base sólida",
+        "Startseite + Kernseiten": "Página inicial + páginas essenciais",
+        "Optimizado para móviles": "Otimizado para mobile",
+        "Gestisca lei stesso il contenuto": "Gerir o conteúdo com autonomia",
+        "Detailliertes Seitenlayout": "Estrutura detalhada das páginas",
+        "Unverbindliches Gespräch, klares Angebot": "Sem compromisso, proposta clara",
+        "Mehr Struktur und Konversion": "Mais estrutura e foco em conversão",
+        "Sections axées sur la conversion": "Secções orientadas para conversão",
+        "Base prête pour le SEO": "Base pronta para SEO",
+        "Katalog + Kasse": "Catálogo + checkout",
+        "Zahlungen und Auftragsfluss": "Pagamentos e fluxo de encomendas",
+        "Wachstumsbereite Grundlage": "Base pronta para crescimento",
+        "Soporte y crecimiento": "Suporte e crescimento",
+        "Amélioration continue": "Melhoria contínua",
+        "Desde 149 € al mes.": "Desde 149 € por mês.",
+        "Ab 2.250 €": "A partir de 2.250 €",
+        "Boutique en ligne": "Loja online",
+        "Sales-ready mit skalierbarem Stack": "Preparada para vender com uma base escalável",
+        "Agendar conversa sobre o serviço Ver resultados do projeto 1-2 Wochen Début en direct 4.9/5 Kundenschätzung 100% Bearbeitbar Visão geral dos serviços Cada serviço é projetado para melhorar a faturação, a confiança e a controlabilidade.": "Agendar conversa sobre o serviço Ver resultados do projeto 1 a 2 semanas Lançamento rápido 4.9/5 Avaliação dos clientes 100% Editável Visão geral dos serviços Cada serviço foi concebido para aumentar a faturação, reforçar a confiança e dar mais controlo à sua equipa.",
+        "Site inicial Schnell online mit einer starken Basis A partir de 1.250 € Agendar chamada inicial Startseite + Kernseiten Optimizado para móviles Gestisca lei stesso il contenuto Recomendado Site Web d'Entreprise Mehr Struktur und Konversion Ab 2.250 € Agendar chamada comercial Detailliertes Seitenlayout Sections axées sur la conversion Base prête pour le SEO Boutique en ligne Sales-ready mit skalierbarem Stack À partir de 3 750 € Iniciar o processo da loja online Katalog + Kasse Zahlungen und Auftragsfluss Wachstumsbereite Grundlage Soporte y crecimiento Amélioration continue Desde 149 € al mes.": "Site inicial Rápido online com uma base sólida A partir de 1.250 € Agendar chamada inicial Página inicial + páginas essenciais Otimizado para mobile Gerir o conteúdo com autonomia Recomendado Site empresarial Mais estrutura e foco em conversão A partir de 2.250 € Agendar chamada comercial Estrutura detalhada das páginas Secções orientadas para conversão Base pronta para SEO Loja online Preparada para vender com uma base escalável A partir de 3.750 € Iniciar o processo da loja online Catálogo + checkout Pagamentos e fluxo de encomendas Base pronta para crescimento Suporte e crescimento Melhoria contínua Desde 149 € por mês.",
+        "Perguntas frequentes Transparente sobre o planejamento, o processo e a gestão.": "Perguntas frequentes Clareza sobre o planeamento, o processo e a gestão.",
+        'Ver serviços New La entrada "Unterstützung oder Erweiterung" está en alemán, no en neerlandés.': "Ver serviços Novo Suporte ou expansão",
+        "Unterstützung oder Erweiterung": "Suporte ou expansão",
+        'La entrada "Unterstützung oder Erweiterung"': "Suporte ou expansão",
+        'La entrada "Unterstützung oder Erweiterung" está en alemán, no en neerlandés. Traducido al francés, es: "Suporte ou expansão".': "Suporte ou expansão",
+        "Sem cartão de crédito": "Sem compromisso",
+    }
+    _system_contextual = build_contextual_system_vocabulary("pt")
+    contextual_vocabulary_map = {
+        "badge": {
+            **_system_contextual.get("badge", {}),
+            "Popular": "Escolha frequente",
+        },
+        "label": {
+            **_system_contextual.get("label", {}),
+            "Popular": "Escolha frequente",
+        },
+        "metric": {
+            **_system_contextual.get("metric", {}),
+        },
+        "stat": {
+            **_system_contextual.get("stat", {}),
+        },
+        "title": {
+            "SERVICES": "SERVIÇOS",
+            "Popular": "Em destaque",
+        },
+        "heading": {
+            "SERVICES": "SERVIÇOS",
+            "Popular": "Em destaque",
+        },
+        "rendered": {
+            **_system_contextual.get("rendered", {}),
+            "SERVICES": "SERVIÇOS",
+            "Popular": "Em destaque",
+        },
+    }
--- a/mandelblog_content_guard/agents/ru.py
+++ b/mandelblog_content_guard/agents/ru.py
@@ -0,0 +1,39 @@
+from .base import BaseLanguageAgent
+from ..normalizers import normalize_ru_text
+from ..system_strings import build_contextual_system_vocabulary, build_system_vocabulary
+
+
+class RussianAgent(BaseLanguageAgent):
+    locale = "ru"
+    tone = "professional and confident"
+    preferred_formality = "neutral polite"
+    vocabulary_map = {
+        **build_system_vocabulary(
+            "ru",
+            (
+                "customization_integrations",
+                "detailed_page_structure",
+                "without_commitment",
+            ),
+        ),
+    }
+    _system_contextual = build_contextual_system_vocabulary("ru", ("plan_badge", "transparent_label"))
+    contextual_vocabulary_map = {
+        "badge": {**_system_contextual.get("badge", {})},
+        "label": {**_system_contextual.get("label", {})},
+        "metric": {**_system_contextual.get("metric", {})},
+        "stat": {**_system_contextual.get("stat", {})},
+        "rendered": {**_system_contextual.get("rendered", {})},
+    }
+    cta_defaults = {
+        "starter": "Запланировать стартовую консультацию",
+        "business": "Обсудить бизнес-проект",
+        "support": "Посмотреть поддержку",
+        "service": "Посмотреть услуги",
+        "project": "Запустить свой проект",
+        "contact": "Отправить запрос",
+        "quote": "Получить предложение",
+    }
+
+    def post_cleanup_text(self, text: str, field_path: str = "") -> str:
+        return normalize_ru_text(text, field_path=field_path)
--- a/mandelblog_content_guard/ai.py
+++ b/mandelblog_content_guard/ai.py
@@ -0,0 +1,16 @@
+from __future__ import annotations
+
+from .agents import get_language_agent
+from .validators.multilingual import validate_ai_text_or_raise
+
+
+def guard_ai_output(locale_code: str, field_path: str, value: str) -> str:
+    validate_ai_text_or_raise(locale_code, field_path, value)
+    return value
+
+
+def rewrite_ai_output(locale_code: str, field_path: str, value: str) -> str:
+    agent = get_language_agent(locale_code)
+    rewritten = agent.rewrite(value, field_path=field_path)
+    validate_ai_text_or_raise(locale_code, field_path, rewritten)
+    return rewritten
--- a/mandelblog_content_guard/apps.py
+++ b/mandelblog_content_guard/apps.py
@@ -0,0 +1,10 @@
+from django.apps import AppConfig
+
+
+class MandelblogContentGuardConfig(AppConfig):
+    default_auto_field = "django.db.models.BigAutoField"
+    name = "mandelblog_content_guard"
+    verbose_name = "MandelBlog Content Guard"
+
+    def ready(self):
+        from . import signals  # noqa: F401
--- a/mandelblog_content_guard/extractors/init.py
+++ b/mandelblog_content_guard/extractors/init.py
@@ -0,0 +1,3 @@
+from .visible_text import VisibleTextExtractor, extract_visible_rendered_text, normalize_text
+
+__all__ = ["VisibleTextExtractor", "extract_visible_rendered_text", "normalize_text"]
--- a/mandelblog_content_guard/extractors/visible_text.py
+++ b/mandelblog_content_guard/extractors/visible_text.py
@@ -0,0 +1,85 @@
+from __future__ import annotations
+
+import html
+import re
+from html.parser import HTMLParser
+
+VISIBLE_TEXT_TAGS = {"h1", "h2", "h3", "h4", "h5", "h6", "p", "button", "a", "label", "li"}
+IGNORED_TAGS = {"script", "style", "noscript", "template"}
+
+
+def html_unescape(value: str) -> str:
+    return html.unescape(value)
+
+
+def normalize_text(value: str) -> str:
+    return re.sub(r"\s+", " ", html_unescape(value)).strip()
+
+
+class VisibleTextExtractor(HTMLParser):
+    def __init__(self) -> None:
+        super().__init__(convert_charrefs=True)
+        self.ignored_depth = 0
+        self.hidden_stack: list[bool] = []
+        self.visible_tag_stack: list[str] = []
+        self.current_chunks: list[str] = []
+        self.lines: list[str] = []
+
+    def handle_starttag(self, tag: str, attrs: list[tuple[str, str | None]]) -> None:
+        lowered = tag.lower()
+        attrs_dict = {key.lower(): (value or "") for key, value in attrs}
+        if lowered in IGNORED_TAGS:
+            self.ignored_depth += 1
+            return
+        self.hidden_stack.append(self._is_hidden(attrs_dict))
+        if lowered in VISIBLE_TEXT_TAGS and not self.ignored_depth and not any(self.hidden_stack):
+            self.visible_tag_stack.append(lowered)
+
+    def handle_endtag(self, tag: str) -> None:
+        lowered = tag.lower()
+        if lowered in IGNORED_TAGS and self.ignored_depth:
+            self.ignored_depth -= 1
+            return
+        if lowered in VISIBLE_TEXT_TAGS and self.visible_tag_stack:
+            self.visible_tag_stack.pop()
+            self._flush_line()
+        if self.hidden_stack:
+            self.hidden_stack.pop()
+
+    def handle_data(self, data: str) -> None:
+        if self.ignored_depth or any(self.hidden_stack) or not self.visible_tag_stack:
+            return
+        normalized = normalize_text(data)
+        if normalized:
+            self.current_chunks.append(normalized)
+
+    def handle_comment(self, data: str) -> None:
+        return
+
+    def close(self) -> None:
+        super().close()
+        self._flush_line()
+
+    def _flush_line(self) -> None:
+        if not self.current_chunks:
+            return
+        line = normalize_text(" ".join(self.current_chunks))
+        if line:
+            self.lines.append(line)
+        self.current_chunks = []
+
+    @staticmethod
+    def _is_hidden(attrs: dict[str, str]) -> bool:
+        if "hidden" in attrs:
+            return True
+        if attrs.get("aria-hidden", "").lower() == "true":
+            return True
+        style = attrs.get("style", "").replace(" ", "").lower()
+        return "display:none" in style or "visibility:hidden" in style
+
+
+def extract_visible_rendered_text(body: str) -> str:
+    parser = VisibleTextExtractor()
+    parser.feed(body)
+    parser.close()
+    return "\n".join(parser.lines)
--- a/mandelblog_content_guard/hooks.py
+++ b/mandelblog_content_guard/hooks.py
@@ -0,0 +1,95 @@
+from __future__ import annotations
+
+from django.contrib import messages
+from django.http import HttpResponseRedirect
+from wagtail import hooks
+
+from .types import format_issue, split_issues
+from .validators.multilingual import validate_page, validate_posted_snippet, validate_snippet_instance
+
+
+def _flash_issues(request, level, prefix: str, issues):
+    preview = issues[:6]
+    for issue in preview:
+        messages.add_message(request, level, f"{prefix}: {format_issue(issue)}")
+    remaining = len(issues) - len(preview)
+    if remaining > 0:
+        messages.add_message(request, level, f"{prefix}: {remaining} more issue(s) not shown.")
+
+
+@hooks.register("before_publish_page")
+def prevent_corrupt_multilingual_publish(request, page):
+    issues = validate_page(page)
+    blocking, warnings = split_issues(issues)
+    if warnings:
+        _flash_issues(request, messages.WARNING, "Content guard warning", warnings)
+    if not blocking:
+        return None
+    _flash_issues(request, messages.ERROR, "Publishing blocked", blocking)
+    return HttpResponseRedirect(request.path)
+
+
+@hooks.register("after_edit_page")
+def warn_on_corrupt_multilingual_draft(request, page):
+    blocking, warnings = split_issues(validate_page(page))
+    if blocking:
+        _flash_issues(request, messages.WARNING, "Draft warning", blocking)
+    if warnings:
+        _flash_issues(request, messages.WARNING, "Draft warning", warnings)
+
+
+def _snippet_locale_code(instance, request) -> str:
+    posted_locale = request.POST.get("locale") if request.method == "POST" else None
+    if posted_locale:
+        return posted_locale
+    locale = getattr(instance, "locale", None)
+    if locale is not None and getattr(locale, "language_code", None):
+        return locale.language_code
+    return "nl"
+
+
+def _validate_snippet_request(request, instance):
+    if request.method != "POST":
+        return None
+    issues = validate_posted_snippet(_snippet_locale_code(instance, request), request.POST.dict())
+    blocking, warnings = split_issues(issues)
+    if warnings:
+        _flash_issues(request, messages.WARNING, "Snippet warning", warnings)
+    if not blocking:
+        return None
+    _flash_issues(request, messages.ERROR, "Snippet save blocked", blocking)
+    return HttpResponseRedirect(request.path)
+
+
+@hooks.register("before_create_snippet")
+def prevent_corrupt_snippet_create(request, model):
+    instance = model()
+    posted_locale = request.GET.get("locale") or request.POST.get("locale")
+    if posted_locale and hasattr(instance, "locale_id"):
+        from wagtail.models import Locale
+
+        instance.locale = Locale.objects.get(language_code=posted_locale)
+    return _validate_snippet_request(request, instance)
+
+
+@hooks.register("before_edit_snippet")
+def prevent_corrupt_snippet_edit(request, instance):
+    return _validate_snippet_request(request, instance)
+
+
+def _warn_saved_snippet(request, instance):
+    blocking, warnings = split_issues(validate_snippet_instance(instance))
+    if blocking:
+        _flash_issues(request, messages.WARNING, "Snippet integrity warning", blocking)
+    if warnings:
+        _flash_issues(request, messages.WARNING, "Snippet integrity warning", warnings)
+
+
+@hooks.register("after_create_snippet")
+def warn_on_saved_snippet_create(request, instance):
+    _warn_saved_snippet(request, instance)
+
+
+@hooks.register("after_edit_snippet")
+def warn_on_saved_snippet_edit(request, instance):
+    _warn_saved_snippet(request, instance)
--- a/mandelblog_content_guard/management/init.py
+++ b/mandelblog_content_guard/management/init.py
--- a/mandelblog_content_guard/management/commands/init.py
+++ b/mandelblog_content_guard/management/commands/init.py
--- a/mandelblog_content_guard/management/commands/audit_locales.py
+++ b/mandelblog_content_guard/management/commands/audit_locales.py
@@ -0,0 +1,163 @@
+from __future__ import annotations
+
+import json
+from collections import defaultdict
+
+from django.core.management.base import BaseCommand
+
+from ...settings import audit_default_locales
+from ...validators.multilingual import audit_locales
+
+
+class Command(BaseCommand):
+    help = "Audit all public locale pages for multilingual integrity issues."
+
+    def add_arguments(self, parser):
+        parser.add_argument(
+            "--locale",
+            action="append",
+            dest="locales",
+            help="Limit the audit to one or more locale codes. Repeat the flag for multiple locales.",
+        )
+        parser.add_argument(
+            "--url",
+            action="append",
+            dest="urls",
+            help="Limit the audit to one or more public page URLs. Repeat the flag for multiple URLs.",
+        )
+        parser.add_argument(
+            "--fix",
+            action="store_true",
+            help="Apply known safe replacements and republish changed content.",
+        )
+        parser.add_argument(
+            "--rewrite",
+            action="store_true",
+            help="Rewrite flagged content through the locale agent system.",
+        )
+        parser.add_argument(
+            "--dry-run",
+            action="store_true",
+            help="Preview rewrite changes without saving content.",
+        )
+        parser.add_argument(
+            "--format",
+            choices=["text", "json"],
+            default="text",
+            help="Output format.",
+        )
+
+    def handle(self, *args, **options):
+        locale_codes = options["locales"] or audit_default_locales()
+        run = audit_locales(
+            locale_codes,
+            fix=options["fix"],
+            rewrite=options["rewrite"],
+            dry_run=options["dry_run"],
+            url_filters=options["urls"],
+        )
+        grouped = defaultdict(list)
+        for issue in run.issues.all().order_by("locale_code", "url", "field_path"):
+            grouped[issue.locale_code].append(issue)
+
+        grouped_compact = defaultdict(list)
+        for locale_code, issues in grouped.items():
+            bucket = {}
+            for issue in issues:
+                key = (
+                    issue.url,
+                    issue.issue_type,
+                    issue.bad_value,
+                    issue.replacement,
+                )
+                extra = issue.extra or {}
+                if key not in bucket:
+                    bucket[key] = {
+                        "url": issue.url,
+                        "title": issue.title,
+                        "severity": issue.severity,
+                        "issue_type": issue.issue_type,
+                        "field_paths": set([issue.field_path] if issue.field_path else []),
+                        "bad_value": issue.bad_value,
+                        "replacement": issue.replacement,
+                        "fixed": issue.fixed,
+                        "sources": set([extra.get("source")] if extra.get("source") else []),
+                        "count": extra.get("count", 1),
+                    }
+                else:
+                    if issue.field_path:
+                        bucket[key]["field_paths"].add(issue.field_path)
+                    if extra.get("source"):
+                        bucket[key]["sources"].add(extra["source"])
+                    bucket[key]["count"] += extra.get("count", 1)
+            grouped_compact[locale_code] = [
+                {
+                    **entry,
+                    "field_paths": sorted(entry["field_paths"]),
+                    "sources": sorted(entry["sources"]),
+                }
+                for entry in bucket.values()
+            ]
+
+        if options["format"] == "json":
+            payload = {
+                "run_id": run.pk,
+                "total_urls_checked": run.total_urls_checked,
+                "issues_found": run.issues_found,
+                "summary": run.summary,
+                "issues": {
+                    locale_code: grouped_compact.get(locale_code, [])
+                    for locale_code in locale_codes
+                },
+            }
+            self.stdout.write(json.dumps(payload, indent=2, ensure_ascii=False))
+            return
+
+        for locale_code in locale_codes:
+            locale_summary = run.summary.get(locale_code, {})
+            self.stdout.write(f"Locale: {locale_code}")
+            self.stdout.write(
+                f"URLs checked: {locale_summary.get('total_urls_checked', 0)}"
+            )
+            self.stdout.write(
+                f"Issues found: {locale_summary.get('issues_found', 0)}"
+            )
+            self.stdout.write(
+                f"Severity: {locale_summary.get('by_severity', {})}"
+            )
+            if options["fix"]:
+                self.stdout.write(
+                    f"Issues auto-fixed: {locale_summary.get('issues_fixed', 0)}"
+                )
+            if options["rewrite"]:
+                self.stdout.write(
+                    f"Rewrite mode: {'dry-run' if options['dry_run'] else 'apply'}"
+                )
+            for issue in grouped_compact.get(locale_code, []):
+                target = issue["url"] or issue["title"] or "object"
+                self.stdout.write(
+                    f"- {target} -> {issue['issue_type']}: {issue['bad_value']}"
+                )
+                if issue.get("replacement"):
+                    self.stdout.write(f"  after: {issue['replacement']}")
+                if issue.get("field_paths"):
+                    self.stdout.write(f"  fields: {', '.join(issue['field_paths'][:5])}")
+                if issue.get("sources"):
+                    self.stdout.write(f"  sources: {', '.join(issue['sources'])}")
+                if issue.get("count"):
+                    self.stdout.write(f"  count: {issue['count']}")
+            if not grouped_compact.get(locale_code):
+                self.stdout.write("- no issues found")
+            self.stdout.write("")
+
+        snippet_summary = run.summary.get("snippets") or {}
+        if snippet_summary:
+            self.stdout.write("Snippet issues:")
+            for model_name, count in snippet_summary.items():
+                self.stdout.write(f"- {model_name}: {count}")
+
+        self.stdout.write(
+            self.style.SUCCESS(
+                f"Audit run {run.pk} completed. Total URLs checked: {run.total_urls_checked}. Issues found: {run.issues_found}."
+            )
+        )
--- a/mandelblog_content_guard/mixins.py
+++ b/mandelblog_content_guard/mixins.py
@@ -0,0 +1,19 @@
+from __future__ import annotations
+
+from django.core.exceptions import ValidationError
+
+
+class MultilingualValidationMixin:
+    """Opt-in mixin for project models that want explicit clean()-time enforcement."""
+
+    def clean(self):
+        from .types import format_issue
+        from .validators.multilingual import validate_snippet_instance
+
+        super_clean = getattr(super(), "clean", None)
+        if callable(super_clean):
+            super_clean()
+        issues = validate_snippet_instance(self)
+        blocking = [issue for issue in issues if issue.blocks]
+        if blocking:
+            raise ValidationError({"content_guard": [format_issue(issue) for issue in blocking]})
--- a/mandelblog_content_guard/normalizers/init.py
+++ b/mandelblog_content_guard/normalizers/init.py
@@ -0,0 +1,15 @@
+from .de import normalize_de_text
+from .en import normalize_en_text
+from .es import normalize_es_text
+from .it import normalize_it_text
+from .nl import normalize_nl_text
+from .ru import normalize_ru_text
+
+__all__ = [
+    "normalize_de_text",
+    "normalize_en_text",
+    "normalize_es_text",
+    "normalize_it_text",
+    "normalize_nl_text",
+    "normalize_ru_text",
+]
--- a/mandelblog_content_guard/normalizers/de.py
+++ b/mandelblog_content_guard/normalizers/de.py
@@ -0,0 +1,58 @@
+from __future__ import annotations
+
+import re
+
+
+DE_LINE_REPLACEMENTS = {
+    "Häufig gestellte Fragen Transparent über Planung, Vorgehensweise und Management.": "Häufig gestellte Fragen Klarheit über Planung, Vorgehensweise und Management.",
+    "Einführungsmeeting planen Projekte anzeigen Unverbindliches Gespräch, klares Angebot Wir entwickeln schnelle Websites und Webshops, die Ihr Team selbst pflegen kann.": "Erstgespräch planen · Projekte ansehen · Unverbindliches Gespräch mit klarem Angebot. Wir entwickeln schnelle Websites und Webshops, die Ihr Team selbst pflegen kann.",
+    "Einführungsmeeting planen Dienstleistungen anzeigen Verbindlich und klar Wir entwickeln schnelle Websites und Webshops, die Ihr Team selbst pflegen kann.": "Erstgespräch planen · Dienstleistungen anzeigen · Unverbindliches Gespräch mit klarem Angebot. Wir entwickeln schnelle Websites und Webshops, die Ihr Team selbst pflegen kann.",
+    "Steuern 0,00 € Korb ansehen Kasse Kontakt KONTAKT Lass uns dein Projekt konkret machen Einführungsmeeting planen Dienstleistungen anzeigen So können Sie Kontakt aufnehmen Wählen Sie die Route, die zu Ihrer Frage passt.": "Steuern 0,00 € Korb ansehen Kasse Kontakt KONTAKT Lassen Sie uns Ihr Projekt konkret machen Erstgespräch planen Dienstleistungen anzeigen So können Sie Kontakt aufnehmen Wählen Sie den Weg, der zu Ihrer Frage passt.",
+    "Steuern 0,00 € Korb ansehen Kasse Starter Website PLAN Starter Website Plan Starter-Gespräch planen Alle Dienstleistungen anzeigen Was du bekommst Startseite + Kernseiten Professionelle Basis, die sofort Vertrauen schafft.": "Steuern 0,00 € Korb ansehen Kasse Starter-Website PLAN Starter-Website Starter-Gespräch planen Alle Dienstleistungen anzeigen Was Sie erhalten Startseite + Kernseiten Professionelle Basis, die sofort Vertrauen schafft.",
+    "Steuern 0,00 € Korb ansehen Kasse Business Website PLAN Business Website Plan Beratungsgespräch planen Alle Dienstleistungen anzeigen Was du bekommst Detailliertes Seitenlayout Mehr Platz für Dienstleistungen, Fälle und Lead-Flows.": "Steuern 0,00 € Korb ansehen Kasse Business-Website PLAN Business-Website Beratungsgespräch planen Alle Dienstleistungen anzeigen Was Sie erhalten Detailliertes Seitenlayout Mehr Platz für Dienstleistungen, Referenzen und Lead-Flows.",
+}
+
+DE_PHRASE_REPLACEMENTS = {
+    "New": "Neu",
+    "Einführungsmeeting": "Erstgespräch",
+    "Intakegespräch": "Erstgespräch",
+    "SEO-ready basis": "SEO-optimierte Basis",
+    "Sales-ready mit skalierbarem Stack": "Verkaufsbereit mit skalierbarer Architektur",
+    "Continuous Verbesserung": "Kontinuierliche Verbesserung",
+    "Was du bekommst": "Was Sie erhalten",
+    "Starter Website": "Starter-Website",
+    "Business Website": "Business-Website",
+    "Support & Wachstum": "Support & Wachstum",
+    "Lass uns dein Projekt konkret machen": "Lassen Sie uns Ihr Projekt konkret machen",
+    "Wählen Sie die Route, die zu Ihrer Frage passt.": "Wählen Sie den Weg, der zu Ihrer Frage passt.",
+    "Verbindlich und klar": "Unverbindliches Gespräch mit klarem Angebot",
+    "Unverbindliches Gespräch, klares Angebot": "Unverbindliches Gespräch mit klarem Angebot",
+}
+
+
+def _apply_boundary_replacements(text: str, replacements: dict[str, str]) -> str:
+    cleaned = text
+    phrase_replacements = {}
+    token_replacements = {}
+    for source, target in replacements.items():
+        if re.fullmatch(r"[\wÀ-ÿ-]+", source, flags=re.UNICODE):
+            token_replacements[source] = target
+        else:
+            phrase_replacements[source] = target
+
+    for source, target in sorted(phrase_replacements.items(), key=lambda item: len(item[0]), reverse=True):
+        cleaned = cleaned.replace(source, target)
+
+    for source, target in sorted(token_replacements.items(), key=lambda item: len(item[0]), reverse=True):
+        pattern = re.compile(rf"(?<![\wÀ-ÿ-]){re.escape(source)}(?![\wÀ-ÿ-])", re.UNICODE)
+        cleaned = pattern.sub(target, cleaned)
+    return cleaned
+
+
+def normalize_de_text(text: str, field_path: str = "") -> str:
+    cleaned = text
+    for source, target in DE_LINE_REPLACEMENTS.items():
+        if cleaned == source:
+            return target
+    cleaned = _apply_boundary_replacements(cleaned, DE_PHRASE_REPLACEMENTS)
+    return cleaned
--- a/mandelblog_content_guard/normalizers/en.py
+++ b/mandelblog_content_guard/normalizers/en.py
@@ -0,0 +1,28 @@
+from __future__ import annotations
+
+import re
+
+
+EN_LINE_REPLACEMENTS = {
+    "Service packages (from) Transparent starting points.": "Service packages (from) Clear starting points.",
+    "Frequently Asked Questions Transparent about planning, approach, and management.": "Frequently Asked Questions Clear guidance on planning, approach, and management.",
+    "After your intake Clear scope and steps Clear planning Transparent investment Name * E-mail * Company * Project details Book business call Ready to start with Business Website?": "After your intake Clear scope and steps Clear planning Transparent pricing Name * E-mail * Company * Project details Book business call Ready to start with Business Website?",
+    "After your intake Clear scope and steps Clear planning Transparent investment Name * E-mail * Company * Project details Book starter call Ready to start with Starter Website?": "After your intake Clear scope and steps Clear planning Transparent pricing Name * E-mail * Company * Project details Book starter call Ready to start with Starter Website?",
+    "After your intake Clear scope and steps Clear planning Transparent investment Name * E-mail * Company * Project details Request support plan Ready to start with Support & Growth?": "After your intake Clear scope and steps Clear planning Transparent pricing Name * E-mail * Company * Project details Request support plan Ready to start with Support & Growth?",
+    "After your intake Clear scope and steps Clear planning Transparent investment Name * E-mail * Company * Project details Start webshop project Ready to start with Webshop?": "After your intake Clear scope and steps Clear planning Transparent pricing Name * E-mail * Company * Project details Start webshop project Ready to start with Webshop?",
+}
+
+EN_PHRASE_REPLACEMENTS = {
+    "Transparent investment": "Transparent pricing",
+    "Transparent about planning, approach, and management.": "Clear guidance on planning, approach, and management.",
+    "Transparent starting points.": "Clear starting points.",
+}
+
+
+def normalize_en_text(text: str, field_path: str = "") -> str:
+    if text in EN_LINE_REPLACEMENTS:
+        return EN_LINE_REPLACEMENTS[text]
+    cleaned = text
+    for source, target in sorted(EN_PHRASE_REPLACEMENTS.items(), key=lambda item: len(item[0]), reverse=True):
+        cleaned = cleaned.replace(source, target)
+    return re.sub(r"\s+", " ", cleaned).strip()
--- a/mandelblog_content_guard/normalizers/es.py
+++ b/mandelblog_content_guard/normalizers/es.py
@@ -0,0 +1,31 @@
+from __future__ import annotations
+
+import re
+
+
+ES_LINE_REPLACEMENTS = {
+    "Transparente sobre la planificación, el proceso y la gestión.": "Transparencia sobre la planificación, el proceso y la gestión.",
+    "<p>Transparente sobre la planificación, el proceso y la gestión.</p>": "<p>Transparencia sobre la planificación, el proceso y la gestión.</p>",
+    "Preguntas frecuentes Transparente sobre la planificación, el proceso y la gestión.": "Preguntas frecuentes Transparencia sobre la planificación, el proceso y la gestión.",
+    "Preguntas frecuentes Transparenteee sobre la planificación, el proceso y la gestión.": "Preguntas frecuentes Transparencia sobre la planificación, el proceso y la gestión.",
+    "Planificar la reunión inicial Mostrar los proyectos Unverbindliches Gespräch, klares Angebot Construimos sitios web y tiendas online rápidas que tu equipo puede gestionar sin complicaciones.": "Planificar la reunión inicial · Mostrar los proyectos · Conversación sin compromiso con propuesta clara. Construimos sitios web y tiendas online rápidas que tu equipo puede gestionar sin complicaciones.",
+}
+
+ES_PHRASE_REPLACEMENTS = {
+    "Transparenteee": "Transparente",
+    "Transparent": "Transparente",
+    "Unverbindliches Gespräch, klares Angebot": "Conversación sin compromiso con propuesta clara",
+}
+
+
+def normalize_es_text(text: str, field_path: str = "") -> str:
+    if text in ES_LINE_REPLACEMENTS:
+        return ES_LINE_REPLACEMENTS[text]
+    cleaned = text
+    for source, target in sorted(ES_PHRASE_REPLACEMENTS.items(), key=lambda item: len(item[0]), reverse=True):
+        if re.fullmatch(r"[\wÀ-ÿ-]+", source, flags=re.UNICODE):
+            pattern = re.compile(rf"(?<![\wÀ-ÿ-]){re.escape(source)}(?![\wÀ-ÿ-])", re.UNICODE)
+            cleaned = pattern.sub(target, cleaned)
+        else:
+            cleaned = cleaned.replace(source, target)
+    return re.sub(r"\s+", " ", cleaned).strip()
--- a/mandelblog_content_guard/normalizers/it.py
+++ b/mandelblog_content_guard/normalizers/it.py
@@ -0,0 +1,24 @@
+from __future__ import annotations
+
+import re
+
+
+IT_LINE_REPLACEMENTS = {
+    "Richiedi un piano di supporto Mostra i progetti Unverbindliches Gespräch, klares Angebot Realizziamo siti web e negozi online veloci che il tuo team può gestire in autonomia.": "Richiedi un piano di supporto · Mostra i progetti · Colloquio senza impegno con proposta chiara. Realizziamo siti web e negozi online veloci che il tuo team può gestire in autonomia.",
+    "Dopo il colloquio iniziale Obiettivi chiari e tappe Planificación clara Transparente Investition Nome * Email * Azienda * Dettagli del progetto Richiedi un piano di supporto Pronto a iniziare con supporto e crescita?": "Dopo il colloquio iniziale Obiettivi chiari e tappe Pianificazione chiara Investimento trasparente Nome * Email * Azienda * Dettagli del progetto Richiedi un piano di supporto Pronto a iniziare con supporto e crescita?",
+    "Mehrsprachiger Rollout-Plan Anpassung & Integrationen Integrazioni API, flussi di lavoro specifici e blocchi personalizzati adattati alla sua azienda.": "Piano di lancio multilingue Personalizzazioni e integrazioni Integrazioni API, flussi di lavoro specifici e blocchi personalizzati adattati alla sua azienda.",
+}
+
+IT_PHRASE_REPLACEMENTS = {
+    "Planificación clara": "Pianificazione chiara",
+    "Unverbindliches Gespräch, klares Angebot": "Colloquio senza impegno con proposta chiara",
+}
+
+
+def normalize_it_text(text: str, field_path: str = "") -> str:
+    if text in IT_LINE_REPLACEMENTS:
+        return IT_LINE_REPLACEMENTS[text]
+    cleaned = text
+    for source, target in sorted(IT_PHRASE_REPLACEMENTS.items(), key=lambda item: len(item[0]), reverse=True):
+        cleaned = cleaned.replace(source, target)
+    return re.sub(r"\s+", " ", cleaned).strip()
--- a/mandelblog_content_guard/normalizers/nl.py
+++ b/mandelblog_content_guard/normalizers/nl.py
@@ -0,0 +1,15 @@
+from __future__ import annotations
+
+import re
+
+
+NL_PHRASE_REPLACEMENTS = {
+    "PLAN": "PLAN",
+}
+
+
+def normalize_nl_text(text: str, field_path: str = "") -> str:
+    cleaned = text
+    for source, target in NL_PHRASE_REPLACEMENTS.items():
+        cleaned = cleaned.replace(source, target)
+    return re.sub(r"\s+", " ", cleaned).strip()
--- a/mandelblog_content_guard/normalizers/ru.py
+++ b/mandelblog_content_guard/normalizers/ru.py
@@ -0,0 +1,24 @@
+from __future__ import annotations
+
+import re
+
+
+RU_LINE_REPLACEMENTS = {
+    "План многоязычного запуска Anpassung & Integrationen Интеграции API, специфические рабочие процессы и индивидуальные блоки, адаптированные под вашу компанию.": "План многоязычного запуска Настройка и интеграции Интеграции API, специфические рабочие процессы и индивидуальные блоки, адаптированные под вашу компанию.",
+    "Запланировать звонок по бизнес-сайту Detailliertes Seitenlayout Разделы, ориентированные на конверсию Base prête pour le SEO Boutique en ligne Для проектов с товарами, оплатой и дальнейшим развитием e-commerce.": "Запланировать звонок по бизнес-сайту Детальная структура страниц Разделы, ориентированные на конверсию Основа, готовая для SEO Интернет-магазин Для проектов с товарами, оплатой и дальнейшим развитием e-commerce.",
+    "Связаться с нами Посмотреть проекты Unverbindliches Gespräch, klares Angebot Мы создаём быстрые сайты и интернет-магазины, которыми ваша команда может управлять самостоятельно.": "Связаться с нами · Посмотреть проекты · Без обязательств, понятное предложение. Мы создаём быстрые сайты и интернет-магазины, которыми ваша команда может управлять самостоятельно.",
+}
+
+RU_PHRASE_REPLACEMENTS = {
+    "Base prête pour le SEO": "Основа, готовая для SEO",
+    "Unverbindliches Gespräch, klares Angebot": "Без обязательств, понятное предложение",
+}
+
+
+def normalize_ru_text(text: str, field_path: str = "") -> str:
+    if text in RU_LINE_REPLACEMENTS:
+        return RU_LINE_REPLACEMENTS[text]
+    cleaned = text
+    for source, target in sorted(RU_PHRASE_REPLACEMENTS.items(), key=lambda item: len(item[0]), reverse=True):
+        cleaned = cleaned.replace(source, target)
+    return re.sub(r"\s+", " ", cleaned).strip()
--- a/mandelblog_content_guard/settings.py
+++ b/mandelblog_content_guard/settings.py
@@ -0,0 +1,79 @@
+from __future__ import annotations
+
+"""
+Reusable configuration helpers for mandelblog_content_guard.
+
+Supported Django settings:
+- CONTENT_GUARD_STRICT: bool
+- CONTENT_GUARD_BLOCK_MEDIUM: bool
+- CONTENT_GUARD_LOCALES: list[str]
+- CONTENT_GUARD_REWRITE_ENABLED: bool
+- CONTENT_GUARD_REWRITE_BACKEND: dotted path | None
+"""
+
+from django.conf import settings
+
+DEFAULT_LOCALES = ["nl", "en", "de", "fr", "es", "it", "pt", "ru"]
+
+SEVERITY = {
+    "CRITICAL": "block",
+    "HIGH": "block",
+    "MEDIUM": "warn",
+    "LOW": "log",
+}
+
+ISSUE_LEVELS = {
+    "known_bad_pattern": "CRITICAL",
+    "wrong_language_fragment": "CRITICAL",
+    "rendered_bad_pattern": "CRITICAL",
+    "rendered_wrong_language": "CRITICAL",
+    "render_status": "CRITICAL",
+    "language_heuristic": "CRITICAL",
+    "cta_language_mismatch": "HIGH",
+    "form_language_mismatch": "HIGH",
+    "empty_form_copy": "HIGH",
+    "placeholder_value": "HIGH",
+    "rewrite_candidate": "MEDIUM",
+    "weak_marketing_copy": "MEDIUM",
+    "foreign_ui_label": "MEDIUM",
+    "generic_badge_label": "MEDIUM",
+    "mixed_locale_heading": "MEDIUM",
+    "cta_tone_check": "MEDIUM",
+}
+
+
+def strict_mode_enabled() -> bool:
+    return getattr(settings, "CONTENT_GUARD_STRICT", True)
+
+
+def block_medium_enabled() -> bool:
+    return getattr(settings, "CONTENT_GUARD_BLOCK_MEDIUM", False)
+
+
+def audit_default_locales() -> list[str]:
+    return list(getattr(settings, "CONTENT_GUARD_LOCALES", DEFAULT_LOCALES))
+
+
+def rewrite_enabled() -> bool:
+    return getattr(settings, "CONTENT_GUARD_REWRITE_ENABLED", True)
+
+
+def get_rewrite_backend() -> str | None:
+    return getattr(settings, "CONTENT_GUARD_REWRITE_BACKEND", None)
+
+
+def classify_issue(issue_type: str) -> str:
+    return ISSUE_LEVELS.get(issue_type, "LOW")
+
+
+def severity_for_issue(issue_type: str) -> str:
+    return SEVERITY[classify_issue(issue_type)]
+
+
+def should_block_issue(issue_type: str) -> bool:
+    level = classify_issue(issue_type)
+    if level in {"CRITICAL", "HIGH"}:
+        return True
+    if level == "MEDIUM":
+        return block_medium_enabled() and strict_mode_enabled()
+    return False
--- a/mandelblog_content_guard/signals.py
+++ b/mandelblog_content_guard/signals.py
@@ -0,0 +1,26 @@
+from __future__ import annotations
+
+from functools import lru_cache
+
+from django.db.models.signals import pre_save
+from django.dispatch import receiver
+from wagtail.models import Page
+from wagtail.snippets.models import get_snippet_models
+
+from .validators.multilingual import validate_instance_or_raise
+
+
+@lru_cache(maxsize=1)
+def _snippet_models():
+    return tuple(get_snippet_models())
+
+
+def _is_snippet_instance(instance) -> bool:
+    instance_model = instance.__class__
+    return any(model == instance_model for model in _snippet_models())
+
+
+@receiver(pre_save)
+def enforce_multilingual_integrity(sender, instance, **kwargs):
+    if isinstance(instance, Page) or _is_snippet_instance(instance):
+        validate_instance_or_raise(instance)
--- a/mandelblog_content_guard/system_strings.py
+++ b/mandelblog_content_guard/system_strings.py
@@ -0,0 +1,368 @@
+from __future__ import annotations
+
+from collections.abc import Iterable
+
+SYSTEM_STRING_SPECS = {
+    "plan_badge": {
+        "sources": ("PLAN",),
+        "issue_type": "generic_badge_label",
+        "translations": {
+            "en": "Package",
+            "fr": "FORFAIT",
+            "es": "Paquete",
+            "ru": "Пакет",
+        },
+        "canonical_by_locale": {
+            "de": ("PLAN",),
+            "nl": ("PLAN",),
+            "it": ("PIANO",),
+        },
+        "contexts": {
+            "en": {
+                "badge": "Package",
+                "label": "Package",
+                "title": "Package",
+                "heading": "Package",
+                "rendered": "Package",
+            },
+            "fr": {
+                "badge": "FORFAIT",
+                "label": "FORFAIT",
+                "title": "FORFAIT",
+                "heading": "FORFAIT",
+                "rendered": "FORFAIT",
+            },
+            "es": {
+                "badge": "Paquete",
+                "label": "Paquete",
+                "title": "Paquete",
+                "heading": "Paquete",
+                "rendered": "Paquete",
+            },
+            "ru": {
+                "badge": "Пакет",
+                "label": "Пакет",
+                "title": "Пакет",
+                "heading": "Пакет",
+                "rendered": "Пакет",
+            },
+        },
+    },
+    "services_badge": {
+        "sources": ("SERVICES",),
+        "issue_type": "generic_badge_label",
+        "translations": {
+            "en": "Services",
+            "fr": "PRESTATIONS",
+            "pt": "SERVIÇOS",
+        },
+        "contexts": {
+            "en": {
+                "badge": "Services",
+                "label": "Services",
+                "title": "Services",
+                "heading": "Services",
+                "rendered": "Services",
+            },
+            "fr": {
+                "badge": "PRESTATIONS",
+                "label": "PRESTATIONS",
+                "title": "PRESTATIONS",
+                "heading": "PRESTATIONS",
+                "rendered": "PRESTATIONS",
+            },
+            "pt": {
+                "badge": "SERVIÇOS",
+                "label": "SERVIÇOS",
+                "title": "SERVIÇOS",
+                "heading": "SERVIÇOS",
+                "rendered": "SERVIÇOS",
+            },
+        },
+    },
+    "response_time": {
+        "sources": ("Reaktionszeit",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "en": "Response time",
+            "fr": "Temps de réponse",
+            "es": "Tiempo de respuesta",
+            "it": "Tempo di risposta",
+            "ru": "Время ответа",
+        },
+    },
+    "average_delivery": {
+        "sources": ("Durchschnittliche Lieferung",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "en": "Average delivery time",
+            "fr": "Délai moyen de livraison",
+            "es": "Plazo medio de entrega",
+            "it": "Tempo medio di consegna",
+            "ru": "Средний срок запуска",
+        },
+    },
+    "without_commitment": {
+        "sources": ("Unverbindlich",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "en": "No obligation",
+            "fr": "Sans engagement",
+            "es": "Sin compromiso",
+            "it": "Senza impegno",
+            "pt": "Sem compromisso",
+            "ru": "Без обязательств",
+        },
+    },
+    "transparent_label": {
+        "sources": ("Transparent",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "en": "Clear",
+            "fr": "Clair",
+            "es": "Transparente",
+            "it": "Chiaro",
+            "pt": "Transparente",
+            "ru": "Прозрачно",
+        },
+        "contexts": {
+            "en": {
+                "badge": "Clear",
+                "label": "Clear",
+                "metric": "Clear",
+                "stat": "Clear",
+                "rendered": "Clear",
+            },
+            "fr": {
+                "badge": "Clair",
+                "label": "Clair",
+                "metric": "Clair",
+                "stat": "Clair",
+                "rendered": "Clair",
+            },
+            "es": {
+                "badge": "Transparente",
+                "label": "Transparente",
+                "metric": "Transparente",
+                "stat": "Transparente",
+                "rendered": "Transparente",
+            },
+            "it": {
+                "badge": "Chiaro",
+                "label": "Chiaro",
+                "metric": "Chiaro",
+                "stat": "Chiaro",
+                "rendered": "Chiaro",
+            },
+            "pt": {
+                "badge": "Clara",
+                "label": "Clara",
+                "metric": "Investimento claro",
+                "stat": "Investimento claro",
+                "rendered": "Investimento claro",
+            },
+            "ru": {
+                "badge": "Прозрачно",
+                "label": "Прозрачно",
+                "metric": "Прозрачно",
+                "stat": "Прозрачно",
+                "rendered": "Прозрачно",
+            },
+        },
+    },
+    "weeks_1_2": {
+        "sources": ("1-2 Wochen",),
+        "issue_type": "weak_marketing_copy",
+        "translations": {
+            "fr": "1 à 2 semaines",
+            "es": "1-2 semanas",
+            "it": "1-2 settimane",
+            "pt": "1 a 2 semanas",
+        },
+        "contexts": {
+            "fr": {
+                "metric": "1 à 2 semaines",
+                "stat": "1 à 2 semaines",
+            },
+            "es": {
+                "metric": "1-2 semanas",
+                "stat": "1-2 semanas",
+            },
+            "it": {
+                "metric": "1-2 settimane",
+                "stat": "1-2 settimane",
+            },
+            "pt": {
+                "metric": "1 a 2 semanas",
+                "stat": "1 a 2 semanas",
+            },
+        },
+    },
+    "weeks_2_4": {
+        "sources": ("2-4 Wochen",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "fr": "2 à 4 semaines",
+        },
+        "contexts": {
+            "fr": {
+                "metric": "2 à 4 semaines",
+                "stat": "2 à 4 semaines",
+            },
+        },
+    },
+    "days_label": {
+        "sources": ("Tages",),
+        "issue_type": "weak_marketing_copy",
+        "translations": {
+            "fr": "jours",
+            "pt": "dias",
+        },
+    },
+    "customer_reviews": {
+        "sources": ("Kundenschätzung",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "en": "Customer rating",
+            "fr": "Avis clients",
+            "es": "Valoración de clientes",
+            "it": "Valutazione clienti",
+            "pt": "Avaliação dos clientes",
+            "ru": "Оценка клиентов",
+        },
+    },
+    "editable_label": {
+        "sources": ("Bearbeitbar",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "en": "Editable",
+            "fr": "Modifiable",
+            "es": "Editable",
+            "it": "Modificabile",
+            "pt": "Editável",
+            "ru": "Редактируемо",
+        },
+    },
+    "core_pages_label": {
+        "sources": ("Startseite + Kernseiten",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "pt": "Página inicial + páginas essenciais",
+        },
+    },
+    "detailed_page_structure": {
+        "sources": ("Detailliertes Seitenlayout",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "fr": "Structure détaillée des pages",
+            "es": "Estructura detallada de páginas",
+            "it": "Struttura dettagliata delle pagine",
+            "pt": "Estrutura detalhada das páginas",
+            "ru": "Детальная структура страниц",
+        },
+    },
+    "business_process_cta": {
+        "sources": ("Geschäftsprozess besprechen",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "fr": "Échanger sur votre processus métier",
+            "es": "Hablar sobre el proceso del negocio",
+            "pt": "Falar sobre o processo do negócio",
+        },
+    },
+    "multilingual_rollout": {
+        "sources": ("Mehrsprachige Einführung", "Mehrsprachiger Rollout-Plan"),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "fr": "Déploiement multilingue",
+            "it": "Lancio multilingue",
+            "ru": "Многоязычный запуск",
+        },
+    },
+    "customization_integrations": {
+        "sources": ("Anpassung & Integrationen",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "fr": "Personnalisation & intégrations",
+            "es": "Personalización e integraciones",
+            "it": "Personalizzazioni e integrazioni",
+            "pt": "Personalização e integrações",
+            "ru": "Настройка и интеграции",
+        },
+    },
+    "transparent_investment": {
+        "sources": ("Transparente Investition",),
+        "issue_type": "foreign_ui_label",
+        "translations": {
+            "de": "Transparente Investition",
+            "en": "Transparent pricing",
+            "fr": "Investissement transparent",
+            "es": "Inversión transparente",
+            "it": "Investimento trasparente",
+            "pt": "Investimento transparente",
+            "ru": "Прозрачный бюджет",
+        },
+    },
+}
+
+
+def build_system_vocabulary(locale_code: str, keys: Iterable[str] | None = None) -> dict[str, str]:
+    vocabulary: dict[str, str] = {}
+    selected_keys = tuple(keys or SYSTEM_STRING_SPECS.keys())
+    for key in selected_keys:
+        spec = SYSTEM_STRING_SPECS[key]
+        target = spec.get("translations", {}).get(locale_code)
+        if not target:
+            continue
+        for source in spec["sources"]:
+            vocabulary[source] = target
+    return vocabulary
+
+
+def build_contextual_system_vocabulary(locale_code: str, keys: Iterable[str] | None = None) -> dict[str, dict[str, str]]:
+    contextual: dict[str, dict[str, str]] = {}
+    selected_keys = tuple(keys or SYSTEM_STRING_SPECS.keys())
+    for key in selected_keys:
+        spec = SYSTEM_STRING_SPECS[key]
+        locale_contexts = spec.get("contexts", {}).get(locale_code, {})
+        if not locale_contexts:
+            continue
+        source = spec["sources"][0]
+        for context_name, replacement in locale_contexts.items():
+            contextual.setdefault(context_name, {})[source] = replacement
+    return contextual
+
+
+def build_system_rewrite_candidates(keys: Iterable[str] | None = None) -> dict[str, str]:
+    candidates: dict[str, str] = {}
+    selected_keys = tuple(keys or SYSTEM_STRING_SPECS.keys())
+    for key in selected_keys:
+        spec = SYSTEM_STRING_SPECS[key]
+        for source in spec["sources"]:
+            candidates[source] = spec["issue_type"]
+    return candidates
+
+
+def all_system_sources() -> set[str]:
+    sources: set[str] = set()
+    for spec in SYSTEM_STRING_SPECS.values():
+        sources.update(spec["sources"])
+    return sources
+
+
+def is_canonical_system_string(locale_code: str, source: str) -> bool:
+    for spec in SYSTEM_STRING_SPECS.values():
+        if source in spec.get("canonical_by_locale", {}).get(locale_code, ()):
+            return True
+    if locale_code == "de":
+        return source in all_system_sources()
+    replacement = system_string_replacement(locale_code, source)
+    return bool(replacement and replacement == source)
+
+
+def system_string_replacement(locale_code: str, source: str) -> str:
+    for spec in SYSTEM_STRING_SPECS.values():
+        if source not in spec["sources"]:
+            continue
+        return spec.get("translations", {}).get(locale_code, "")
+    return ""
--- a/mandelblog_content_guard/tests.py
+++ b/mandelblog_content_guard/tests.py
@@ -0,0 +1,56 @@
+from __future__ import annotations
+
+import json
+
+from django.test import SimpleTestCase
+
+from mandelblog_content_guard.agents import get_language_agent
+from mandelblog_content_guard.extractors.visible_text import extract_visible_rendered_text
+from mandelblog_content_guard.system_strings import build_system_rewrite_candidates, build_system_vocabulary
+from mandelblog_content_guard.validators.multilingual import validate_text_nodes
+
+
+class PackageLevelContentGuardTests(SimpleTestCase):
+    def test_system_string_replacement_catalog(self):
+        self.assertEqual(build_system_vocabulary("fr")["PLAN"], "FORFAIT")
+        self.assertEqual(build_system_vocabulary("pt")["Unverbindlich"], "Sem compromisso")
+        self.assertEqual(build_system_rewrite_candidates()["PLAN"], "generic_badge_label")
+
+    def test_canonical_source_suppression(self):
+        nl_issues = validate_text_nodes("nl", [("body.badge", "PLAN")])
+        it_issues = validate_text_nodes("it", [("body.badge", "PIANO")])
+        self.assertFalse(any(issue.bad_value == "PLAN" for issue in nl_issues))
+        self.assertFalse(any(issue.bad_value == "PIANO" for issue in it_issues))
+
+    def test_visible_text_extraction(self):
+        html = """
+        <html><body>
+        <script>var x = 1;</script>
+        <style>.hidden{display:none}</style>
+        <h1>Visible heading</h1>
+        <p aria-hidden="true">Invisible text</p>
+        <a href="#">Visible link</a>
+        </body></html>
+        """
+        extracted = extract_visible_rendered_text(html)
+        self.assertIn("Visible heading", extracted)
+        self.assertIn("Visible link", extracted)
+        self.assertNotIn("Invisible text", extracted)
+        self.assertNotIn("var x", extracted)
+
+    def test_locale_normalizers(self):
+        de_agent = get_language_agent("de")
+        en_agent = get_language_agent("en")
+        self.assertEqual(de_agent.rewrite("Was du bekommst", "body.heading"), "Was Sie erhalten")
+        self.assertEqual(en_agent.rewrite("PLAN", "body.badge"), "Package")
+
+    def test_audit_json_contract_shape(self):
+        payload = {
+            "run_id": 1,
+            "summary": {"en": {"total_urls_checked": 1, "issues_found": 0, "issues_fixed": 0, "remaining_issues": 0, "by_severity": {"block": 0, "warn": 0, "log": 0}}},
+            "issues": {"en": []},
+        }
+        rendered = json.dumps(payload)
+        parsed = json.loads(rendered)
+        self.assertEqual(sorted(parsed.keys()), ["issues", "run_id", "summary"])
+        self.assertIn("by_severity", parsed["summary"]["en"])
--- a/mandelblog_content_guard/types.py
+++ b/mandelblog_content_guard/types.py
@@ -0,0 +1,65 @@
+from __future__ import annotations
+
+from dataclasses import asdict, dataclass
+from typing import Any
+
+from .settings import classify_issue, severity_for_issue, should_block_issue
+
+
+@dataclass
+class AuditIssue:
+    severity: str
+    issue_type: str
+    field_path: str
+    bad_value: str
+    replacement: str = ""
+    extra: dict[str, Any] | None = None
+
+    @property
+    def level(self) -> str:
+        return classify_issue(self.issue_type)
+
+    @property
+    def blocks(self) -> bool:
+        return self.severity == "block" or should_block_issue(self.issue_type)
+
+    def asdict(self) -> dict[str, Any]:
+        data = asdict(self)
+        data["extra"] = data.get("extra") or {}
+        data["level"] = self.level
+        return data
+
+
+def make_issue(issue_type: str, field_path: str, bad_value: str, replacement: str = "", extra: dict[str, Any] | None = None) -> AuditIssue:
+    return AuditIssue(
+        severity=severity_for_issue(issue_type),
+        issue_type=issue_type,
+        field_path=field_path,
+        bad_value=bad_value,
+        replacement=replacement,
+        extra=extra or {},
+    )
+
+
+def dedupe_issues(issues: list[AuditIssue]) -> list[AuditIssue]:
+    seen = set()
+    deduped = []
+    for issue in issues:
+        key = (issue.severity, issue.issue_type, issue.field_path, issue.bad_value)
+        if key in seen:
+            continue
+        seen.add(key)
+        deduped.append(issue)
+    return deduped
+
+
+def split_issues(issues: list[AuditIssue]) -> tuple[list[AuditIssue], list[AuditIssue]]:
+    blocking = [issue for issue in issues if issue.blocks]
+    warnings = [issue for issue in issues if not issue.blocks]
+    return blocking, warnings
+
+
+def format_issue(issue: AuditIssue) -> str:
+    suffix = f" -> {issue.replacement}" if issue.replacement else ""
+    return f"[{issue.level}] {issue.field_path}: {issue.bad_value}{suffix}"
+
--- a/mandelblog_content_guard/validators/init.py
+++ b/mandelblog_content_guard/validators/init.py
--- a/mandelblog_content_guard/validators/multilingual.py
+++ b/mandelblog_content_guard/validators/multilingual.py
@@ -0,0 +1,452 @@
+from __future__ import annotations
+
+import logging
+import re
+from collections import Counter
+from typing import Any
+from urllib.error import HTTPError, URLError
+from urllib.request import Request, urlopen
+
+from django.core.exceptions import ValidationError
+from django.utils import timezone
+from wagtail.models import Page, Site
+from wagtail.snippets.models import get_snippet_models
+
+from ..agents import get_language_agent
+from ..extractors.visible_text import extract_visible_rendered_text, normalize_text
+from ..settings import audit_default_locales, rewrite_enabled
+from ..types import dedupe_issues, format_issue, make_issue
+from .rules.cta import validate_cta
+from .rules.forms import validate_form_copy
+from .rules.language import detect_language_mismatch
+from .rules.patterns import (
+    GLOBAL_BAD_PATTERNS,
+    KNOWN_REPLACEMENTS,
+    LOCALE_FORBIDDEN,
+    validate_patterns,
+)
+from mandelstudio.models import LocaleAuditIssue, LocaleAuditRun
+
+logger = logging.getLogger("mandelstudio.multilingual")
+
+
+def expected_locale(instance: Any) -> str:
+    locale = getattr(instance, "locale", None)
+    if locale is not None and getattr(locale, "language_code", None):
+        return locale.language_code
+    return "nl"
+
+
+def iter_text_nodes(value: Any, path: str = ""):
+    if value is None:
+        return
+    if isinstance(value, str):
+        yield path, value
+        return
+    if hasattr(value, "raw_data"):
+        yield from iter_text_nodes(list(value.raw_data), path)
+        return
+    if isinstance(value, list):
+        for index, item in enumerate(value):
+            yield from iter_text_nodes(item, f"{path}[{index}]")
+        return
+    if isinstance(value, dict):
+        for key, item in value.items():
+            child_path = f"{path}.{key}" if path else str(key)
+            yield from iter_text_nodes(item, child_path)
+
+
+def extract_instance_text(instance: Any) -> list[tuple[str, str]]:
+    nodes: list[tuple[str, str]] = []
+    for field_name in ["title", "seo_title", "search_description"]:
+        value = getattr(instance, field_name, None)
+        if isinstance(value, str) and value.strip():
+            nodes.append((field_name, value))
+    for field_name in ["body", "content", "footer", "mini_footer"]:
+        if hasattr(instance, field_name):
+            nodes.extend(list(iter_text_nodes(getattr(instance, field_name), field_name)))
+    return nodes
+
+
+def validate_text_nodes(locale_code: str, nodes: list[tuple[str, str]]):
+    issues = []
+    for field_path, raw_text in nodes:
+        normalized = normalize_text(raw_text)
+        if not normalized:
+            continue
+        issues.extend(validate_patterns(locale_code, field_path, normalized))
+        issues.extend(validate_cta(locale_code, field_path, normalized))
+        issues.extend(validate_form_copy(locale_code, field_path, normalized))
+        if len(normalized) >= 80:
+            mismatch = detect_language_mismatch(locale_code, normalized)
+            if mismatch:
+                issues.append(make_issue("language_heuristic", field_path, mismatch["message"]))
+    return dedupe_issues(issues)
+
+
+REWRITE_REVIEW_TYPES = {
+    "known_bad_pattern",
+    "wrong_language_fragment",
+    "rendered_bad_pattern",
+    "rendered_wrong_language",
+    "rewrite_candidate",
+    "weak_marketing_copy",
+    "foreign_ui_label",
+    "generic_badge_label",
+    "mixed_locale_heading",
+    "cta_language_mismatch",
+}
+
+
+def validate_page(page: Page):
+    return validate_text_nodes(expected_locale(page), extract_instance_text(page.specific))
+
+
+def validate_snippet_instance(instance: Any):
+    return validate_text_nodes(expected_locale(instance), extract_instance_text(instance))
+
+
+def validate_posted_snippet(locale_code: str, payload: dict[str, Any]):
+    nodes = [(key, value) for key, value in payload.items() if isinstance(value, str)]
+    return validate_text_nodes(locale_code, nodes)
+
+
+def _replace_known_strings(value: Any, locale_code: str):
+    changes = []
+    if isinstance(value, str):
+        new = value
+        for bad, replacements in KNOWN_REPLACEMENTS.items():
+            replacement = replacements.get(locale_code)
+            if replacement and bad in new:
+                new = new.replace(bad, replacement)
+                changes.append({"bad": bad, "replacement": replacement})
+        return new, changes, new != value
+    if isinstance(value, list):
+        out = []
+        changed = False
+        for item in value:
+            new_item, item_changes, item_changed = _replace_known_strings(item, locale_code)
+            out.append(new_item)
+            changes.extend(item_changes)
+            changed = changed or item_changed
+        return out, changes, changed
+    if isinstance(value, dict):
+        out = {}
+        changed = False
+        for key, item in value.items():
+            new_item, item_changes, item_changed = _replace_known_strings(item, locale_code)
+            out[key] = new_item
+            changes.extend(item_changes)
+            changed = changed or item_changed
+        return out, changes, changed
+    return value, changes, False
+
+
+def apply_known_replacements(instance: Any, locale_code: str):
+    changes = []
+    for field_name in ["title", "seo_title", "search_description"]:
+        value = getattr(instance, field_name, None)
+        if not isinstance(value, str):
+            continue
+        new_value, field_changes, changed = _replace_known_strings(value, locale_code)
+        if changed:
+            setattr(instance, field_name, new_value)
+            changes.extend({"field": field_name, **change} for change in field_changes)
+
+    for field_name in ["body", "content", "footer", "mini_footer"]:
+        if not hasattr(instance, field_name):
+            continue
+        field_value = getattr(instance, field_name)
+        if hasattr(field_value, "raw_data"):
+            new_raw, field_changes, changed = _replace_known_strings(list(field_value.raw_data), locale_code)
+            if changed:
+                setattr(instance, field_name, new_raw)
+                changes.extend({"field": field_name, **change} for change in field_changes)
+        elif isinstance(field_value, str):
+            new_value, field_changes, changed = _replace_known_strings(field_value, locale_code)
+            if changed:
+                setattr(instance, field_name, new_value)
+                changes.extend({"field": field_name, **change} for change in field_changes)
+
+    if not changes:
+        return []
+    if isinstance(instance, Page):
+        revision = instance.save_revision()
+        if instance.live:
+            revision.publish()
+        return changes
+    instance.save()
+    return changes
+
+
+def rewrite_with_agent(instance: Any, locale_code: str, issues, *, dry_run: bool = False):
+    if not rewrite_enabled():
+        return []
+    agent = get_language_agent(locale_code)
+    issue_map = agent.build_issue_map(issues)
+    changes = []
+
+    for field_name in ["title", "seo_title", "search_description"]:
+        value = getattr(instance, field_name, None)
+        if not isinstance(value, str):
+            continue
+        field_issues = issue_map.get(field_name, [])
+        rewritten = agent.rewrite(value, field_path=field_name, issues=field_issues)
+        if rewritten != value:
+            setattr(instance, field_name, rewritten)
+            changes.append({"field": field_name, "before": value, "after": rewritten, "method": "agent"})
+
+    for field_name in ["body", "content", "footer", "mini_footer"]:
+        if not hasattr(instance, field_name):
+            continue
+        field_value = getattr(instance, field_name)
+        if hasattr(field_value, "raw_data"):
+            rewritten, changed = agent.process_block(list(field_value.raw_data), field_name, issue_map)
+            if changed:
+                setattr(instance, field_name, rewritten)
+                changes.append({"field": field_name, "method": "agent"})
+        elif isinstance(field_value, str):
+            rewritten = agent.rewrite(field_value, field_path=field_name, issues=issue_map.get(field_name, []))
+            if rewritten != field_value:
+                setattr(instance, field_name, rewritten)
+                changes.append({"field": field_name, "before": field_value, "after": rewritten, "method": "agent"})
+
+    if not changes or dry_run:
+        return changes
+    if isinstance(instance, Page):
+        revision = instance.save_revision()
+        if instance.live:
+            revision.publish()
+        return changes
+    instance.save()
+    return changes
+
+
+def enumerate_public_pages(locale_codes: list[str] | None = None, url_filters: list[str] | None = None):
+    result = {}
+    site = Site.objects.order_by("id").first()
+    site_root = getattr(site, "root_page", None)
+    normalized_filters = set(url_filters or [])
+    for locale_code in (locale_codes or audit_default_locales()):
+        locale_root_path = None
+        if site_root is not None:
+            translated_root = (
+                Page.objects.filter(
+                    translation_key=site_root.translation_key,
+                    locale__language_code=locale_code,
+                )
+                .specific()
+                .first()
+            )
+            chosen_root = translated_root or site_root
+            locale_root_path = getattr(chosen_root, "path", None)
+        qs = (
+            Page.objects.filter(locale__language_code=locale_code)
+            .live()
+            .public()
+            .specific()
+            .order_by("path")
+        )
+        pages = []
+        for page in qs:
+            page_url = getattr(page, "url", None)
+            if not page_url:
+                continue
+            if locale_root_path and not page.path.startswith(locale_root_path):
+                continue
+            if normalized_filters and page_url not in normalized_filters:
+                continue
+            pages.append(page)
+        result[locale_code] = pages
+    return result
+
+
+def fetch_rendered_text(page: Page):
+    page_url = getattr(page, "url", None)
+    if not page_url:
+        return 598, "missing page URL"
+    if str(page_url).startswith("http"):
+        full_url = page_url
+    else:
+        try:
+            site = page.get_site()
+        except Site.DoesNotExist:
+            site = None
+        site = site or Site.objects.order_by("id").first()
+        if site is None or not getattr(site, "root_url", None):
+            return 598, "missing site root_url"
+        full_url = f"{site.root_url}{page_url}"
+    request = Request(full_url, headers={"User-Agent": "mandelstudio-audit/1.0"})
+    try:
+        with urlopen(request, timeout=30) as response:
+            status = response.getcode()
+            body = response.read().decode("utf-8", errors="replace")
+    except HTTPError as exc:
+        status = exc.code
+        body = exc.read().decode("utf-8", errors="replace")
+    except URLError as exc:
+        status = 599
+        body = str(exc)
+    text = extract_visible_rendered_text(body)
+    return status, text
+
+
+def iter_rendered_lines(rendered_text: str) -> list[str]:
+    lines = []
+    for chunk in re.split(r"(?<=[\.\!\?])\s+|\s{2,}", rendered_text):
+        normalized = normalize_text(chunk)
+        if normalized:
+            lines.append(normalized)
+    return lines
+
+
+def validate_rendered_output(locale_code: str, rendered_text: str, status_code: int):
+    issues = []
+    if status_code != 200:
+        issues.append(make_issue("render_status", "rendered", str(status_code)))
+    source_counter = Counter()
+    for line in iter_rendered_lines(rendered_text):
+        line_issues = validate_patterns(locale_code, "rendered", line)
+        for issue in line_issues:
+            issue.bad_value = line
+            issue.extra = {**(issue.extra or {}), "source": "rendered"}
+            source_counter[(issue.issue_type, issue.bad_value)] += 1
+        issues.extend(line_issues)
+    for issue in issues:
+        if issue.extra is not None:
+            issue.extra["count"] = source_counter.get((issue.issue_type, issue.bad_value), 1)
+    for fragment in GLOBAL_BAD_PATTERNS:
+        if fragment in rendered_text:
+            issue = make_issue("rendered_bad_pattern", "rendered", fragment, KNOWN_REPLACEMENTS.get(fragment, {}).get(locale_code, ""))
+            issue.extra = {"source": "rendered", "count": 1}
+            issues.append(issue)
+    for fragment in LOCALE_FORBIDDEN.get(locale_code, ()):
+        if fragment in rendered_text:
+            issue = make_issue("rendered_wrong_language", "rendered", fragment, KNOWN_REPLACEMENTS.get(fragment, {}).get(locale_code, ""))
+            issue.extra = {"source": "rendered", "count": 1}
+            issues.append(issue)
+    return dedupe_issues(issues)
+
+
+def annotate_rewrite_previews(locale_code: str, issues):
+    agent = get_language_agent(locale_code)
+    for issue in issues:
+        if issue.issue_type not in REWRITE_REVIEW_TYPES:
+            continue
+        if issue.replacement:
+            continue
+        preview = agent.rewrite(issue.bad_value, field_path=issue.field_path, issues=[issue])
+        if preview and preview != issue.bad_value:
+            issue.replacement = preview
+        issue.extra = {**(issue.extra or {}), "review_candidate": True}
+    return issues
+
+
+def validate_instance_or_raise(instance: Any):
+    issues = validate_page(instance) if isinstance(instance, Page) else validate_snippet_instance(instance)
+    blocking = [issue for issue in issues if issue.blocks]
+    if not blocking:
+        return issues
+    raise ValidationError({"content_guard": [format_issue(issue) for issue in blocking]})
+
+
+def validate_ai_text_or_raise(locale_code: str, field_path: str, value: str):
+    issues = validate_text_nodes(locale_code, [(field_path, value)])
+    blocking = [issue for issue in issues if issue.blocks]
+    if not blocking:
+        return issues
+    raise ValidationError({"content_guard": [format_issue(issue) for issue in blocking]})
+
+
+def record_issues(run: LocaleAuditRun, locale_code: str, obj: Any, issues, *, fixed: bool = False) -> None:
+    for issue in issues:
+        LocaleAuditIssue.objects.create(
+            run=run,
+            locale_code=locale_code,
+            object_id=getattr(obj, "pk", None),
+            object_type=obj.__class__.__name__,
+            url=getattr(obj, "url", "") or "",
+            title=getattr(obj, "title", str(obj))[:255],
+            severity=issue.severity,
+            issue_type=issue.issue_type,
+            field_path=issue.field_path,
+            bad_value=issue.bad_value,
+            replacement=issue.replacement,
+            fixed=fixed,
+            extra=issue.extra or {},
+        )
+
+
+def audit_locales(locale_codes: list[str], fix: bool = False, rewrite: bool = False, dry_run: bool = False, url_filters: list[str] | None = None) -> LocaleAuditRun:
+    run = LocaleAuditRun.objects.create(locale_codes=locale_codes, fix_enabled=fix or rewrite)
+    pages_by_locale = enumerate_public_pages(locale_codes, url_filters=url_filters)
+    summary: dict[str, Any] = {}
+    total_checked = 0
+    total_issues = 0
+    pages_with_issues = 0
+
+    for locale_code, pages in pages_by_locale.items():
+        locale_summary = {"total_urls_checked": len(pages), "issues_found": 0, "issues_fixed": 0, "remaining_issues": 0, "by_severity": {"block": 0, "warn": 0, "log": 0}}
+        for page in pages:
+            total_checked += 1
+            status_code, rendered = fetch_rendered_text(page)
+            issues = dedupe_issues(validate_page(page) + validate_rendered_output(locale_code, rendered, status_code))
+            if rewrite:
+                issues = annotate_rewrite_previews(locale_code, issues)
+            initial_issue_count = len(issues)
+            fixed_changes = []
+            if issues and fix:
+                fixed_changes = apply_known_replacements(page.specific, locale_code)
+                if fixed_changes:
+                    record_issues(run, locale_code, page, issues, fixed=True)
+                    status_code, rendered = fetch_rendered_text(page.specific)
+                    issues = dedupe_issues(validate_page(page.specific) + validate_rendered_output(locale_code, rendered, status_code))
+                    if rewrite:
+                        issues = annotate_rewrite_previews(locale_code, issues)
+            if issues and rewrite:
+                rewrite_changes = rewrite_with_agent(page.specific, locale_code, issues, dry_run=dry_run)
+                if rewrite_changes:
+                    record_issues(run, locale_code, page, issues, fixed=not dry_run)
+                    if not dry_run:
+                        status_code, rendered = fetch_rendered_text(page.specific)
+                        issues = dedupe_issues(validate_page(page.specific) + validate_rendered_output(locale_code, rendered, status_code))
+                        issues = annotate_rewrite_previews(locale_code, issues)
+            if issues:
+                pages_with_issues += 1
+                record_issues(run, locale_code, page, issues)
+            locale_summary["issues_found"] += initial_issue_count
+            locale_summary["issues_fixed"] += initial_issue_count - len(issues)
+            locale_summary["remaining_issues"] += len(issues)
+            for issue in issues:
+                locale_summary["by_severity"][issue.severity] = locale_summary["by_severity"].get(issue.severity, 0) + 1
+            total_issues += initial_issue_count
+        summary[locale_code] = locale_summary
+
+    snippet_summary = {}
+    for model in get_snippet_models():
+        count = 0
+        for instance in model.objects.all():
+            issues = validate_snippet_instance(instance)
+            if rewrite:
+                issues = annotate_rewrite_previews(expected_locale(instance), issues)
+            if issues and rewrite:
+                rewrite_changes = rewrite_with_agent(instance, expected_locale(instance), issues, dry_run=dry_run)
+                if rewrite_changes and not dry_run:
+                    issues = validate_snippet_instance(instance)
+            if not issues:
+                continue
+            count += len(issues)
+            record_issues(run, expected_locale(instance), instance, issues)
+        if count:
+            snippet_summary[model.__name__] = count
+            total_issues += count
+    summary["snippets"] = snippet_summary
+
+    run.total_urls_checked = total_checked
+    run.issues_found = total_issues
+    run.pages_with_issues = pages_with_issues
+    run.summary = summary
+    run.finished_at = timezone.now()
+    run.save(update_fields=["total_urls_checked", "issues_found", "pages_with_issues", "summary", "finished_at"])
+    logger.info("Completed multilingual audit run %s", run.pk)
+    return run
--- a/mandelblog_content_guard/validators/rules/init.py
+++ b/mandelblog_content_guard/validators/rules/init.py
--- a/mandelblog_content_guard/validators/rules/cta.py
+++ b/mandelblog_content_guard/validators/rules/cta.py
@@ -0,0 +1,146 @@
+from __future__ import annotations
+
+import re
+
+from ...types import make_issue
+
+CTA_RULES = {
+    "nl": (
+        r"^Plan ",
+        r"^Bekijk ",
+        r"^Vraag ",
+        r"^Bespreek ",
+        r"^Contact$",
+        r"^Start ",
+        r"^Meer ",
+        r"^Verstuur ",
+        r"^Neem ",
+    ),
+    "en": (
+        r"^Book ",
+        r"^View ",
+        r"^Schedule ",
+        r"^Start ",
+        r"^Talk ",
+        r"^Discuss ",
+        r"^Contact$",
+        r"^Explore ",
+        r"^Learn ",
+        r"^Request ",
+        r"^Send ",
+    ),
+    "de": (
+        r"^Plan",
+        r"^Mehr",
+        r"^Support",
+        r"^Start",
+        r"^Kontakt",
+        r"^Gespr",
+        r"^Kostenlose",
+        r"^Anfrage",
+        r"^Projekte",
+        r"^Verein",
+        r"^Besprech",
+        r"^Anzeig",
+        r"^Ansehen",
+        r"^Technisch",
+        r"^Unterst",
+        r"^Unsere",
+        r"^Service",
+        r"^Dienstleistungen",
+        r"^Erstgespräch",
+        r"^Einführ",
+        r"^Anpassung",
+        r"^Ansichts",
+        r"^Prozess",
+        r"^Pakete",
+        r"^Demo",
+        r"^Alle ",
+        r"^Ein ",
+        r"^Webshop",
+    ),
+    "fr": (
+        r"^Planifier",
+        r"^Voir",
+        r"^Découvrir",
+        r"^Demander",
+        r"^Lancer",
+        r"^Démarrer",
+        r"^Contacter",
+        r"^Contact$",
+        r"^Parler",
+        r"^Lancez",
+        r"^Prendre",
+        r"^Envoyer",
+        r"^Afficher",
+    ),
+    "es": (
+        r"^Reservar",
+        r"^Ver",
+        r"^Solicitar",
+        r"^Inicia",
+        r"^Hablar",
+        r"^Descubrir",
+        r"^Contactar",
+        r"^Planificar",
+        r"^Programe",
+        r"^Concertar",
+        r"^Enviar",
+        r"^Mostrar",
+        r"^Comenta",
+    ),
+    "it": (
+        r"^Prenota",
+        r"^Vedi",
+        r"^Avvia",
+        r"^Richiedi",
+        r"^Contatta",
+        r"^Contatto$",
+        r"^Scopri",
+        r"^Pianifica",
+        r"^Invia",
+        r"^Mostra",
+        r"^Parla",
+        r"^Parliamo",
+    ),
+    "pt": (
+        r"^Agendar",
+        r"^Ver",
+        r"^Iniciar",
+        r"^Pedir",
+        r"^Contactar",
+        r"^Falar",
+        r"^Explorar",
+        r"^Marcar",
+        r"^Solicitar",
+        r"^Enviar",
+        r"^Mostrar",
+    ),
+    "ru": (
+        r"^Заплан",
+        r"^Посмотр",
+        r"^Запуст",
+        r"^Связ",
+        r"^Подробнее",
+        r"^Показать",
+        r"^Отправ",
+        r"^Получ",
+        r"^Запрос",
+    ),
+}
+
+CTA_FIELDS = {
+    "cta_text",
+    "primary_cta_text",
+    "secondary_cta_text",
+    "submit_button_text",
+}
+
+
+def validate_cta(locale_code: str, field_path: str, normalized: str):
+    last_segment = field_path.split(".")[-1]
+    if last_segment not in CTA_FIELDS:
+        return []
+    if any(re.search(pattern, normalized) for pattern in CTA_RULES.get(locale_code, ())):
+        return []
+    return [make_issue("cta_language_mismatch", field_path, normalized)]
--- a/mandelblog_content_guard/validators/rules/forms.py
+++ b/mandelblog_content_guard/validators/rules/forms.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+from ...types import make_issue
+from .patterns import PLACEHOLDER_VALUES
+from .language import detect_language_mismatch
+
+FORM_FIELDS = {"label", "placeholder", "help_text"}
+
+
+def validate_form_copy(locale_code: str, field_path: str, normalized: str):
+    last_segment = field_path.split(".")[-1]
+    if last_segment not in FORM_FIELDS:
+        return []
+    issues = []
+    if normalized in PLACEHOLDER_VALUES or normalized == "":
+        issues.append(make_issue("empty_form_copy", field_path, normalized))
+    mismatch = detect_language_mismatch(locale_code, normalized)
+    if mismatch:
+        issues.append(make_issue("form_language_mismatch", field_path, mismatch["message"]))
+    return issues
+
--- a/mandelblog_content_guard/validators/rules/language.py
+++ b/mandelblog_content_guard/validators/rules/language.py
@@ -0,0 +1,43 @@
+from __future__ import annotations
+
+import re
+
+STOPWORDS = {
+    "nl": {"de", "het", "een", "en", "voor", "met", "van", "je", "wij", "niet"},
+    "en": {"the", "and", "for", "with", "your", "you", "from", "that", "this", "not"},
+    "de": {"der", "die", "das", "und", "mit", "für", "nicht", "eine", "ist", "sie"},
+    "fr": {"le", "la", "les", "et", "avec", "pour", "vous", "une", "pas", "des"},
+    "es": {"el", "la", "los", "las", "con", "para", "una", "que", "del", "por"},
+    "it": {"il", "la", "con", "per", "una", "che", "del", "non", "gli", "dei"},
+    "pt": {"o", "a", "os", "as", "com", "para", "uma", "que", "não", "dos"},
+    "ru": {"и", "в", "на", "с", "для", "что", "это", "как", "по", "не"},
+}
+
+
+def _tokenize(text: str) -> list[str]:
+    text = re.sub(r"<[^>]+>", " ", text)
+    return re.findall(r"[\w\u0400-\u04FF']+", text.lower())
+
+
+def detect_language_mismatch(locale_code: str, text: str):
+    tokens = _tokenize(text)
+    if len(tokens) < 12:
+        return None
+    scores = {code: sum(1 for token in tokens if token in words) for code, words in STOPWORDS.items()}
+    expected = scores.get(locale_code, 0)
+    foreign_locale, foreign_score = max(scores.items(), key=lambda item: item[1])
+    if foreign_locale == locale_code:
+        return None
+    if expected >= foreign_score:
+        return None
+    if foreign_score >= 6 and foreign_score >= expected + 4:
+        return {
+            "severity": "block",
+            "message": f"expected={locale_code}, detected={foreign_locale}, score={foreign_score}, expected_score={expected}",
+        }
+    if expected == 0 and foreign_score >= 5:
+        return {
+            "severity": "warn",
+            "message": f"expected={locale_code}, detected={foreign_locale}, score={foreign_score}, expected_score={expected}",
+        }
+    return None
--- a/mandelblog_content_guard/validators/rules/patterns.py
+++ b/mandelblog_content_guard/validators/rules/patterns.py
@@ -0,0 +1,269 @@
+from __future__ import annotations
+
+import re
+
+from ...types import make_issue
+from ...system_strings import (
+    build_system_rewrite_candidates,
+    is_canonical_system_string,
+    system_string_replacement,
+)
+
+GLOBAL_BAD_PATTERNS = (
+    "The Spanish translation",
+    "The Spanish translation of",
+    "As the input",
+    "The input",
+    "Poiché l'input",
+    'Unternehmen" è tedesco',
+    "Support anzeigen",
+    "Starter intake",
+    "Business intake",
+    "Plan Starter intake",
+    "Plan Business intake",
+    "Plan de admisión",
+    "None",
+)
+
+LOCALE_FORBIDDEN = {
+    "nl": ("Starter intake", "Business intake", "Poiché", "Correo electrónico", "Mostrar los servicios", "Plan de admisión"),
+    "en": ("Starter intake", "Business intake", "Poiché", "Correo electrónico", "Mostrar los servicios", "Questions fréquemment posées", "Plan de admisión"),
+    "de": ("Starter intake", "Business intake", "Poiché", "Correo electrónico", "Mostrar los servicios", "Questions fréquemment posées", "Plan de admisión"),
+    "fr": ("Starter intake", "Business intake", "Poiché", "Correo electrónico", "Mostrar los servicios", "Plan de admisión", "Support anzeigen"),
+    "es": ("Poiché", 'Unternehmen" è tedesco', "Support anzeigen", "Questions fréquemment posées"),
+    "it": ("Poiché l'input", "Consulta inicial sin compromiso", "Mostrar los servicios", "Questions fréquentes", "Plan de admisión", "Correo electrónico"),
+    "pt": ("Poiché l'input", "Consulta inicial sin compromiso", "Mostrar los servicios", "Correo electrónico", 'Unternehmen" è tedesco', "Questions fréquemment posées"),
+    "ru": ("Poiché l'input", "Consulta inicial sin compromiso", "Correo electrónico", 'Unternehmen" è tedesco', "Mostrar los servicios"),
+}
+
+PLACEHOLDER_VALUES = {"None", "-", "N/A", "null"}
+
+GENERIC_BADGE_LABELS = {
+    "New",
+    "Popular",
+    "PLAN",
+    "PIANO",
+    "SERVICES",
+}
+
+GLOBAL_REWRITE_CANDIDATES = {
+    **build_system_rewrite_candidates(
+        (
+            "days_label",
+            "average_delivery",
+            "response_time",
+            "without_commitment",
+            "transparent_label",
+            "weeks_1_2",
+            "customer_reviews",
+            "editable_label",
+            "core_pages_label",
+            "detailed_page_structure",
+            "business_process_cta",
+            "multilingual_rollout",
+            "customization_integrations",
+            "transparent_investment",
+        )
+    ),
+}
+
+LOCALE_REWRITE_CANDIDATES = {
+    "en": {
+        "Service packages (from) Transparent starting points.": "foreign_ui_label",
+        "Frequently Asked Questions Transparent about planning, approach, and management.": "foreign_ui_label",
+        "Transparent investment": "foreign_ui_label",
+    },
+    "de": {
+        "New": "weak_marketing_copy",
+        "Intakegespräch": "weak_marketing_copy",
+        "SEO-ready basis": "foreign_ui_label",
+        "Sales-ready mit skalierbarem Stack": "foreign_ui_label",
+        "Continuous Verbesserung": "foreign_ui_label",
+        "Was du bekommst": "weak_marketing_copy",
+        "Einführungsmeeting": "weak_marketing_copy",
+        "Starter Website": "weak_marketing_copy",
+        "Business Website": "weak_marketing_copy",
+        "Häufig gestellte Fragen Transparent über Planung, Vorgehensweise und Management.": "foreign_ui_label",
+    },
+    "es": {
+        "Preguntas frecuentes Transparente sobre la planificación, el proceso y la gestión.": "foreign_ui_label",
+        "Unverbindliches Gespräch, klares Angebot": "foreign_ui_label",
+    },
+    "pt": {
+        "Siti web e negozi online": "mixed_locale_heading",
+        "Caso de cliente en directo": "weak_marketing_copy",
+        "El primer proyecto de producción finalizado con éxito.": "weak_marketing_copy",
+        "Más sobre el proceso": "foreign_ui_label",
+        "Modifiez simplement vous-même.": "foreign_ui_label",
+        "Opciones de la tienda web": "foreign_ui_label",
+        "Planes de soporte": "foreign_ui_label",
+        "Multilingüe": "foreign_ui_label",
+        "Unsere Serviços": "mixed_locale_heading",
+        "Elija el camino": "mixed_locale_heading",
+        "Début en direct": "foreign_ui_label",
+        "Demande d'admission initiale": "foreign_ui_label",
+        "Site Web d'Entreprise": "foreign_ui_label",
+        "Hablar sobre el proceso empresarial": "foreign_ui_label",
+        "Mise en place de boutique en ligne": "foreign_ui_label",
+        "Maintenance & gestion": "foreign_ui_label",
+        "Afficher le plan de soutien": "foreign_ui_label",
+        "Introducción multilingüe": "foreign_ui_label",
+        "Forfaits de services (à partir de)": "mixed_locale_heading",
+        "Kundenschätzung": "foreign_ui_label",
+        "Gestisca lei stesso il contenuto": "foreign_ui_label",
+        "Optimizado para móviles": "foreign_ui_label",
+        "Schnell online mit einer starken Basis": "weak_marketing_copy",
+        "La entrada \"Unterstützung oder Erweiterung\"": "foreign_ui_label",
+        "Suivi + corrections": "foreign_ui_label",
+        "Mejoras mensuales": "foreign_ui_label",
+        "¿A qué velocidad puede comenzar?": "foreign_ui_label",
+        "¿Puedo editar textos e imágenes yo mismo?": "foreign_ui_label",
+        "Transparente sobre o planejamento, o processo e a gestão.": "foreign_ui_label",
+        "Ab 2.250 €": "foreign_ui_label",
+        "Boutique en ligne": "foreign_ui_label",
+        "Sales-ready mit skalierbarem Stack": "foreign_ui_label",
+    },
+    "fr": {
+        "Erstes Produktionsprojekt erfolgreich abgeschlossen.": "weak_marketing_copy",
+        "Von Kickoff bis zum Launch mit einem klaren Umfang.": "foreign_ui_label",
+        "Demande d'admission initiale": "weak_marketing_copy",
+        "Entretien d'accueil": "weak_marketing_copy",
+        "Vraag over diensten": "foreign_ui_label",
+        "Konkrete erste Schätzung": "foreign_ui_label",
+        "Ansatz, der zu Ihrem Budget passt": "foreign_ui_label",
+        **build_system_rewrite_candidates(("weeks_2_4",)),
+        "Bereit, mit der Business-Website zu starten?": "foreign_ui_label",
+    },
+    "it": {
+        "Planificación clara": "foreign_ui_label",
+        "Mehrsprachiger Rollout-Plan": "foreign_ui_label",
+        "Unverbindliches Gespräch, klares Angebot": "foreign_ui_label",
+    },
+    "ru": {
+        "Base prête pour le SEO": "foreign_ui_label",
+        "Unverbindliches Gespräch, klares Angebot": "foreign_ui_label",
+    },
+}
+
+KNOWN_REPLACEMENTS = {
+    "Starter intake": {
+        "nl": "Plan startergesprek",
+        "en": "Book starter call",
+        "de": "Starter-Gespräch planen",
+        "fr": "Planifier l’entretien de départ",
+        "es": "Reservar llamada inicial",
+        "it": "Prenota una chiamata iniziale",
+        "pt": "Agendar chamada inicial",
+        "ru": "Запланировать стартовый звонок",
+    },
+    "Business intake": {
+        "nl": "Plan zakelijk gesprek",
+        "en": "Book business call",
+        "de": "Beratungsgespräch planen",
+        "fr": "Planifier l’entretien commercial",
+        "es": "Reservar llamada comercial",
+        "it": "Prenota una chiamata commerciale",
+        "pt": "Agendar chamada comercial",
+        "ru": "Запланировать деловой звонок",
+    },
+    "Plan Starter intake": {
+        "nl": "Plan startergesprek",
+        "en": "Book starter call",
+        "de": "Starter-Gespräch planen",
+        "fr": "Planifier l’entretien de départ",
+        "es": "Reservar llamada inicial",
+        "it": "Prenota una chiamata iniziale",
+        "pt": "Agendar chamada inicial",
+        "ru": "Запланировать стартовый звонок",
+    },
+    "Plan Business intake": {
+        "nl": "Plan zakelijk gesprek",
+        "en": "Book business call",
+        "de": "Beratungsgespräch planen",
+        "fr": "Planifier l’entretien commercial",
+        "es": "Reservar llamada comercial",
+        "it": "Prenota una chiamata commerciale",
+        "pt": "Agendar chamada comercial",
+        "ru": "Запланировать деловой звонок",
+    },
+    "Mostrar los servicios": {
+        "es": "Mostrar los servicios",
+        "it": "Vedi servizi",
+        "pt": "Ver serviços",
+        "ru": "Показать услуги",
+    },
+    "Correo electrónico": {"pt": "E-mail", "ru": "Электронная почта"},
+    'Unternehmen" è tedesco, non olandese. La traduzione spagnola di "Unternehmen" è "empresa".': {
+        "pt": "Empresa",
+        "ru": "Компания",
+    },
+    'Poiché l\'input "Unverbindliche Erstberatung" è in tedesco (non in olandese), la traduzione in spagnolo è: "Consulta inicial sin compromiso".': {
+        "it": "Senza impegno",
+        "pt": "Sem compromisso",
+        "ru": "Без обязательств",
+        "es": "Consulta inicial sin compromiso",
+    },
+}
+
+
+def _contains_fragment(text: str, fragment: str) -> bool:
+    if re.fullmatch(r"[\wÀ-ÿ-]+", fragment, flags=re.UNICODE):
+        pattern = re.compile(rf"(?<![\wÀ-ÿ-]){re.escape(fragment)}(?![\wÀ-ÿ-])", re.UNICODE)
+        return bool(pattern.search(text))
+    return fragment in text
+
+
+def validate_patterns(locale_code: str, field_path: str, normalized: str):
+    issues = []
+    for fragment in GLOBAL_BAD_PATTERNS:
+        if _contains_fragment(normalized, fragment):
+            issues.append(
+                make_issue(
+                    "known_bad_pattern",
+                    field_path,
+                    fragment,
+                    KNOWN_REPLACEMENTS.get(fragment, {}).get(locale_code, ""),
+                )
+            )
+    for fragment in LOCALE_FORBIDDEN.get(locale_code, ()):
+        if _contains_fragment(normalized, fragment):
+            issues.append(
+                make_issue(
+                    "wrong_language_fragment",
+                    field_path,
+                    fragment,
+                    KNOWN_REPLACEMENTS.get(fragment, {}).get(locale_code, ""),
+                )
+            )
+    if normalized in GENERIC_BADGE_LABELS and not is_canonical_system_string(locale_code, normalized):
+        issues.append(
+            make_issue(
+                "generic_badge_label",
+                field_path,
+                normalized,
+                system_string_replacement(locale_code, normalized),
+            )
+        )
+    for fragment, issue_type in GLOBAL_REWRITE_CANDIDATES.items():
+        if _contains_fragment(normalized, fragment):
+            if is_canonical_system_string(locale_code, fragment):
+                continue
+            issues.append(
+                make_issue(
+                    issue_type,
+                    field_path,
+                    fragment,
+                    system_string_replacement(locale_code, fragment),
+                )
+            )
+    for fragment, issue_type in LOCALE_REWRITE_CANDIDATES.get(locale_code, {}).items():
+        if _contains_fragment(normalized, fragment):
+            issues.append(
+                make_issue(
+                    issue_type,
+                    field_path,
+                    fragment,
+                    system_string_replacement(locale_code, fragment),
+                )
+            )
+    return issues
--- a/mandelstudio/apps.py
+++ b/mandelstudio/apps.py
@@ -0,0 +1,7 @@
+from django.apps import AppConfig
+
+
+class MandelstudioConfig(AppConfig):
+    default_auto_field = "django.db.models.BigAutoField"
+    name = "mandelstudio"
+    verbose_name = "Mandelstudio"
--- a/mandelstudio/content_guard/init.py
+++ b/mandelstudio/content_guard/init.py
@@ -0,0 +1 @@
+from mandelblog_content_guard import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/init.py
+++ b/mandelstudio/content_guard/agents/init.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/base.py
+++ b/mandelstudio/content_guard/agents/base.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.base import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/de.py
+++ b/mandelstudio/content_guard/agents/de.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.de import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/en.py
+++ b/mandelstudio/content_guard/agents/en.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.en import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/es.py
+++ b/mandelstudio/content_guard/agents/es.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.es import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/fr.py
+++ b/mandelstudio/content_guard/agents/fr.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.fr import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/it.py
+++ b/mandelstudio/content_guard/agents/it.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.it import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/nl.py
+++ b/mandelstudio/content_guard/agents/nl.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.nl import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/pt.py
+++ b/mandelstudio/content_guard/agents/pt.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.pt import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/agents/ru.py
+++ b/mandelstudio/content_guard/agents/ru.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.agents.ru import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/ai.py
+++ b/mandelstudio/content_guard/ai.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.ai import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/hooks.py
+++ b/mandelstudio/content_guard/hooks.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.hooks import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/mixins.py
+++ b/mandelstudio/content_guard/mixins.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.mixins import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/init.py
+++ b/mandelstudio/content_guard/normalizers/init.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/de.py
+++ b/mandelstudio/content_guard/normalizers/de.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers.de import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/en.py
+++ b/mandelstudio/content_guard/normalizers/en.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers.en import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/es.py
+++ b/mandelstudio/content_guard/normalizers/es.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers.es import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/it.py
+++ b/mandelstudio/content_guard/normalizers/it.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers.it import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/nl.py
+++ b/mandelstudio/content_guard/normalizers/nl.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers.nl import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/normalizers/ru.py
+++ b/mandelstudio/content_guard/normalizers/ru.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.normalizers.ru import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/settings.py
+++ b/mandelstudio/content_guard/settings.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.settings import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/signals.py
+++ b/mandelstudio/content_guard/signals.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.signals import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/system_strings.py
+++ b/mandelstudio/content_guard/system_strings.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.system_strings import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/types.py
+++ b/mandelstudio/content_guard/types.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.types import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/init.py
+++ b/mandelstudio/content_guard/validators/init.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/multilingual.py
+++ b/mandelstudio/content_guard/validators/multilingual.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators.multilingual import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/rules/init.py
+++ b/mandelstudio/content_guard/validators/rules/init.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators.rules import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/rules/cta.py
+++ b/mandelstudio/content_guard/validators/rules/cta.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators.rules.cta import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/rules/forms.py
+++ b/mandelstudio/content_guard/validators/rules/forms.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators.rules.forms import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/rules/language.py
+++ b/mandelstudio/content_guard/validators/rules/language.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators.rules.language import *  # noqa: F401,F403
--- a/mandelstudio/content_guard/validators/rules/patterns.py
+++ b/mandelstudio/content_guard/validators/rules/patterns.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.validators.rules.patterns import *  # noqa: F401,F403
--- a/mandelstudio/main.py
+++ b/mandelstudio/main.py
@@ -1,5 +1,11 @@
 import os
 import sys
+from pathlib import Path
+
+
+PROJECT_ROOT = Path(__file__).resolve().parent.parent
+if str(PROJECT_ROOT) not in sys.path:
+    sys.path.insert(0, str(PROJECT_ROOT))


 def _patch_legacy_django_translation_aliases():
--- a/mandelstudio/management/init.py
+++ b/mandelstudio/management/init.py
--- a/mandelstudio/management/commands/init.py
+++ b/mandelstudio/management/commands/init.py
--- a/mandelstudio/management/commands/audit_locales.py
+++ b/mandelstudio/management/commands/audit_locales.py
@@ -0,0 +1 @@
+from mandelblog_content_guard.management.commands.audit_locales import Command  # noqa: F401
--- a/mandelstudio/models.py
+++ b/mandelstudio/models.py
@@ -0,0 +1,101 @@
+import uuid
+
+from django.db import models
+from django.utils.translation import gettext_lazy as _
+from wagtail.admin.panels import FieldPanel
+from wagtail.blocks import RichTextBlock
+from wagtail.contrib.settings.models import BaseSiteSetting
+from wagtail.fields import StreamField
+from wagtail.models import Locale, Site, TranslatableMixin
+from wagtail.snippets.models import register_snippet
+
+from ocyan.plugin.wagtail.block_plugin import get_extra_ocyan_settings_blocks
+from ocyan.plugin.wagtail.blocks import (
+    AboutUsBlock,
+    HeadedPagelistBlock,
+    HeadedRichTextBlock,
+)
+
+from mandelblog_content_guard.mixins import MultilingualValidationMixin
+
+
+@register_snippet
+class LocalizedFooterContent(MultilingualValidationMixin, TranslatableMixin, models.Model):
+    title = models.CharField(max_length=120, default="Footer content")
+    site = models.ForeignKey(
+        Site, on_delete=models.CASCADE, related_name="localized_footer_contents"
+    )
+    locale = models.ForeignKey(Locale, on_delete=models.PROTECT, related_name="+")
+    translation_key = models.UUIDField(default=uuid.uuid4, editable=False)
+
+    footer = StreamField(
+        [
+            ("about_us", AboutUsBlock()),
+            ("text", HeadedRichTextBlock()),
+            ("page_list", HeadedPagelistBlock()),
+        ]
+        + get_extra_ocyan_settings_blocks(),
+        default=list,
+        use_json_field=True,
+    )
+    mini_footer = StreamField(
+        [("text", RichTextBlock())],
+        default=list,
+        use_json_field=True,
+    )
+
+    panels = [
+        FieldPanel("title"),
+        FieldPanel("site"),
+        FieldPanel("locale"),
+        FieldPanel("footer"),
+        FieldPanel("mini_footer"),
+    ]
+
+    class Meta(TranslatableMixin.Meta):
+        verbose_name = _("Localized footer content")
+        verbose_name_plural = _("Localized footer contents")
+        constraints = [
+            models.UniqueConstraint(
+                fields=["site", "locale"],
+                name="unique_localized_footer_per_site_locale",
+            ),
+        ]
+
+    def __str__(self):
+        return f"{self.site.hostname} [{self.locale.language_code}]"
+
+
+class LocaleAuditRun(models.Model):
+    started_at = models.DateTimeField(auto_now_add=True)
+    finished_at = models.DateTimeField(null=True, blank=True)
+    locale_codes = models.JSONField(default=list, blank=True)
+    fix_enabled = models.BooleanField(default=False)
+    total_urls_checked = models.PositiveIntegerField(default=0)
+    issues_found = models.PositiveIntegerField(default=0)
+    pages_with_issues = models.PositiveIntegerField(default=0)
+    summary = models.JSONField(default=dict, blank=True)
+
+    class Meta:
+        ordering = ["-started_at"]
+
+
+class LocaleAuditIssue(models.Model):
+    run = models.ForeignKey(
+        LocaleAuditRun, related_name="issues", on_delete=models.CASCADE
+    )
+    locale_code = models.CharField(max_length=12)
+    object_id = models.PositiveIntegerField(null=True, blank=True)
+    object_type = models.CharField(max_length=128, blank=True)
+    url = models.TextField(blank=True)
+    title = models.CharField(max_length=255, blank=True)
+    severity = models.CharField(max_length=16)
+    issue_type = models.CharField(max_length=64)
+    field_path = models.CharField(max_length=512, blank=True)
+    bad_value = models.TextField(blank=True)
+    replacement = models.TextField(blank=True)
+    fixed = models.BooleanField(default=False)
+    extra = models.JSONField(default=dict, blank=True)
+
+    class Meta:
+        ordering = ["locale_code", "url", "field_path"]
--- a/mandelstudio/settings/base.py
+++ b/mandelstudio/settings/base.py
@@ -9,6 +9,7 @@ https://docs.djangoproject.com/en/2.0/ref/settings/
 """

 from pathlib import Path
+import sys

 from configtype.jsonconfig import setup_search_paths

@@ -20,7 +21,10 @@ setup_search_paths("/etc/ocyan/", str(_project_app_path))

 from ocyan.main.settings import *  # pylint:disable=W0401,W0614

-INSTALLED_APPS = ["mandelstudio"] + INSTALLED_APPS
+INSTALLED_APPS = [
+    "mandelblog_content_guard.apps.MandelblogContentGuardConfig",
+    "mandelstudio",
+] + INSTALLED_APPS

 # Enable request language negotiation.
 if "django.middleware.locale.LocaleMiddleware" not in MIDDLEWARE:
@@ -64,3 +68,14 @@ ACTIVE_VERTICAL = "agency"
 # Wagtail content internationalization in admin
 WAGTAIL_I18N_ENABLED = True
 WAGTAIL_CONTENT_LANGUAGES = LANGUAGES
+
+CONTENT_GUARD_STRICT = True
+CONTENT_GUARD_BLOCK_MEDIUM = False
+CONTENT_GUARD_LOCALES = [code for code, _label in LANGUAGES]
+CONTENT_GUARD_REWRITE_ENABLED = True
+CONTENT_GUARD_REWRITE_BACKEND = None
+
+if "test" in sys.argv:
+    MIGRATION_MODULES = globals().get("MIGRATION_MODULES", {}).copy()
+    MIGRATION_MODULES["template_engine"] = "mandelstudio.test_migrations.template_engine"
+    TEST_RUNNER = "django.test.runner.DiscoverRunner"
--- a/mandelstudio/test_migrations/template_engine/0001_initial.py
+++ b/mandelstudio/test_migrations/template_engine/0001_initial.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0001_initial").Migration
--- a/mandelstudio/test_migrations/template_engine/0002_templateenginesitesettings.py
+++ b/mandelstudio/test_migrations/template_engine/0002_templateenginesitesettings.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0002_templateenginesitesettings").Migration
--- a/mandelstudio/test_migrations/template_engine/0003_templateenginesitesettings_nav_items.py
+++ b/mandelstudio/test_migrations/template_engine/0003_templateenginesitesettings_nav_items.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0003_templateenginesitesettings_nav_items").Migration
--- a/mandelstudio/test_migrations/template_engine/0004_alter_basehomepage_body_alter_basestandardpage_body.py
+++ b/mandelstudio/test_migrations/template_engine/0004_alter_basehomepage_body_alter_basestandardpage_body.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0004_alter_basehomepage_body_alter_basestandardpage_body").Migration
--- a/mandelstudio/test_migrations/template_engine/0005_templateenginesitesettings_header_variant_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0005_templateenginesitesettings_header_variant_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0005_templateenginesitesettings_header_variant_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0006_templateenginesitesettings_footer_dynamic_fields.py
+++ b/mandelstudio/test_migrations/template_engine/0006_templateenginesitesettings_footer_dynamic_fields.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0006_templateenginesitesettings_footer_dynamic_fields").Migration
--- a/mandelstudio/test_migrations/template_engine/0007_templateenginesitesettings_header_cta_fields.py
+++ b/mandelstudio/test_migrations/template_engine/0007_templateenginesitesettings_header_cta_fields.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0007_templateenginesitesettings_header_cta_fields").Migration
--- a/mandelstudio/test_migrations/template_engine/0008_templateenginesitesettings_footer_bottom_links_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0008_templateenginesitesettings_footer_bottom_links_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0008_templateenginesitesettings_footer_bottom_links_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0009_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0009_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0009_alter_basehomepage_body_alter_basestandardpage_body_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0010_enginepage_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0010_enginepage_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0010_enginepage_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0011_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0011_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0011_alter_basehomepage_body_alter_basestandardpage_body_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0012_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0012_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0012_alter_basehomepage_body_alter_basestandardpage_body_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0013_engineblockpreset.py
+++ b/mandelstudio/test_migrations/template_engine/0013_engineblockpreset.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0013_engineblockpreset").Migration
--- a/mandelstudio/test_migrations/template_engine/0014_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0014_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0014_alter_basehomepage_body_alter_basestandardpage_body_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/0015_ensure_templateenginenavitem_table.py
+++ b/mandelstudio/test_migrations/template_engine/0015_ensure_templateenginenavitem_table.py
@@ -0,0 +1,21 @@
+from django.db import migrations
+
+
+def _ensure_navitem_table(apps, schema_editor):
+    try:
+        model = apps.get_model("template_engine", "TemplateEngineNavItem")
+    except LookupError:
+        return
+    existing = set(schema_editor.connection.introspection.table_names())
+    if model._meta.db_table not in existing:
+        schema_editor.create_model(model)
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("template_engine", "0014_alter_basehomepage_body_alter_basestandardpage_body_and_more"),
+    ]
+
+    operations = [
+        migrations.RunPython(_ensure_navitem_table, migrations.RunPython.noop),
+    ]
--- a/mandelstudio/test_migrations/template_engine/0016_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
+++ b/mandelstudio/test_migrations/template_engine/0016_alter_basehomepage_body_alter_basestandardpage_body_and_more.py
@@ -0,0 +1,2 @@
+from importlib import import_module
+Migration = import_module("ocyan.plugin.template_engine.engine.migrations.0016_alter_basehomepage_body_alter_basestandardpage_body_and_more").Migration
--- a/mandelstudio/test_migrations/template_engine/init.py
+++ b/mandelstudio/test_migrations/template_engine/init.py
--- a/mandelstudio/tests/init.py
+++ b/mandelstudio/tests/init.py
@@ -0,0 +1 @@
+
--- a/mandelstudio/tests/test_content_guard.py
+++ b/mandelstudio/tests/test_content_guard.py
@@ -0,0 +1,181 @@
+from __future__ import annotations
+
+import json
+from io import StringIO
+from unittest import mock
+
+from django.core.management import call_command
+from django.test import SimpleTestCase, override_settings
+
+from mandelblog_content_guard.agents import get_language_agent
+from mandelblog_content_guard.ai import rewrite_ai_output
+from mandelblog_content_guard.system_strings import build_system_rewrite_candidates, build_system_vocabulary
+from mandelblog_content_guard.types import split_issues
+from mandelblog_content_guard.validators.multilingual import extract_visible_rendered_text, validate_text_nodes
+
+
+class ContentGuardRuleTests(SimpleTestCase):
+    def test_mixed_language_detection_blocks(self):
+        issues = validate_text_nodes(
+            "pt",
+            [("body.hero_text", 'Poiché l\'input "Unverbindliche Erstberatung" è in tedesco')],
+        )
+        blocking, _warnings = split_issues(issues)
+        self.assertTrue(blocking)
+        self.assertTrue(any(issue.issue_type == "known_bad_pattern" for issue in blocking))
+
+    def test_cta_mismatch_detection_blocks(self):
+        issues = validate_text_nodes("en", [("body.cta_text", "Plan kennismaking")])
+        blocking, _warnings = split_issues(issues)
+        self.assertTrue(any(issue.issue_type == "cta_language_mismatch" for issue in blocking))
+
+    def test_form_validation_blocks_wrong_language(self):
+        issues = validate_text_nodes("ru", [("body.form.label", "Correo electrónico")])
+        blocking, _warnings = split_issues(issues)
+        self.assertTrue(any(issue.issue_type in {"known_bad_pattern", "form_language_mismatch"} for issue in blocking))
+
+    @override_settings(CONTENT_GUARD_BLOCK_MEDIUM=True)
+    def test_medium_can_be_blocked_in_strict_mode(self):
+        issues = validate_text_nodes(
+            "en",
+            [("body.summary", "le la les et avec pour vous une pas des extra words to trigger heuristic")],
+        )
+        blocking, _warnings = split_issues(issues)
+        self.assertTrue(any(issue.issue_type == "language_heuristic" for issue in blocking))
+
+    def test_language_agent_registry(self):
+        agent = get_language_agent("pt")
+        self.assertEqual(agent.locale, "pt")
+        self.assertEqual(agent.normalize_cta("contact"), "Agendar reunião introdutória")
+
+    def test_agent_rewrite_cleans_explanation_artifact(self):
+        agent = get_language_agent("ru")
+        text = 'Soporte y crecimiento" is Spanish, not Dutch. The translation from Spanish to Russian is: "Поддержка и рост".'
+        self.assertEqual(agent.rewrite(text, "body.headline"), "Поддержка и рост")
+
+    def test_portuguese_agent_contextual_badge_rewrite(self):
+        agent = get_language_agent("pt")
+        self.assertEqual(agent.rewrite("SERVICES", "body.cards[0].badge"), "SERVIÇOS")
+        self.assertEqual(agent.rewrite("Transparent", "body.metrics[0].label"), "Investimento claro")
+
+    def test_french_agent_contextual_badge_rewrite(self):
+        agent = get_language_agent("fr")
+        self.assertEqual(agent.rewrite("PLAN", "body.cards[0].badge"), "FORFAIT")
+        self.assertEqual(agent.rewrite("Transparent", "body.cards[0].label"), "Clair")
+
+    def test_german_agent_normalizes_non_system_copy(self):
+        agent = get_language_agent("de")
+        self.assertEqual(agent.rewrite("New", "body.cards[0].badge"), "Neu")
+        self.assertEqual(agent.rewrite("Intakegespräch", "body.stats[0].label"), "Erstgespräch")
+        self.assertEqual(agent.rewrite("Was du bekommst", "body.heading"), "Was Sie erhalten")
+        self.assertEqual(
+            agent.rewrite("Sales-ready mit skalierbarem Stack", "body.cards[0].text"),
+            "Verkaufsbereit mit skalierbarer Architektur",
+        )
+        self.assertEqual(
+            agent.rewrite(
+                "Einführungsmeeting planen Projekte anzeigen Unverbindliches Gespräch, klares Angebot Wir entwickeln schnelle Websites und Webshops, die Ihr Team selbst pflegen kann.",
+                "rendered",
+            ),
+            "Erstgespräch planen · Projekte ansehen · Unverbindliches Gespräch mit klarem Angebot. Wir entwickeln schnelle Websites und Webshops, die Ihr Team selbst pflegen kann.",
+        )
+
+    def test_rewrite_ai_output_validates_result(self):
+        rewritten = rewrite_ai_output(
+            "pt",
+            "body.cta_text",
+            'Sem cartão de crédito" is not Dutch; . The translation from German to Spanish is: "Sem cartão de crédito".',
+        )
+        self.assertEqual(rewritten, "Sem compromisso")
+
+    def test_portuguese_rewrite_candidates_are_detected(self):
+        issues = validate_text_nodes(
+            "pt",
+            [("body.hero_text", "Siti web e negozi online che sono rapidamente online e facili da gestire")],
+        )
+        self.assertTrue(any(issue.issue_type == "mixed_locale_heading" for issue in issues))
+
+    def test_french_foreign_ui_label_is_detected(self):
+        issues = validate_text_nodes(
+            "fr",
+            [("body.metric_label", "Durchschnittliche Lieferung")],
+        )
+        self.assertTrue(any(issue.issue_type == "foreign_ui_label" for issue in issues))
+
+    def test_de_canonical_system_strings_are_not_rewrite_candidates(self):
+        issues = validate_text_nodes(
+            "de",
+            [("body.metric_label", "Durchschnittliche Lieferung"), ("body.badge", "PLAN")],
+        )
+        self.assertFalse(any(issue.bad_value == "Durchschnittliche Lieferung" for issue in issues))
+        self.assertFalse(any(issue.bad_value == "PLAN" for issue in issues))
+
+    def test_extract_visible_rendered_text_ignores_hidden_script_and_style(self):
+        html = """
+        <html><body>
+        <style>.x{color:red}</style>
+        <script>var foo = 'bar';</script>
+        <h1>Visible title</h1>
+        <p style="display:none">Hidden copy</p>
+        <div aria-hidden="true"><p>Also hidden</p></div>
+        <a href="#">Visible link</a>
+        <noscript>Nope</noscript>
+        </body></html>
+        """
+        extracted = extract_visible_rendered_text(html)
+        self.assertIn("Visible title", extracted)
+        self.assertIn("Visible link", extracted)
+        self.assertNotIn("Hidden copy", extracted)
+        self.assertNotIn("Also hidden", extracted)
+        self.assertNotIn("var foo", extracted)
+
+    def test_system_strings_are_centralized_for_fr_and_pt(self):
+        self.assertEqual(build_system_vocabulary("fr")["PLAN"], "FORFAIT")
+        self.assertEqual(build_system_vocabulary("fr")["Reaktionszeit"], "Temps de réponse")
+        self.assertEqual(build_system_vocabulary("pt")["Transparent"], "Transparente")
+        self.assertEqual(build_system_vocabulary("fr")["Transparente Investition"], "Investissement transparent")
+        self.assertEqual(build_system_vocabulary("pt")["Transparente Investition"], "Investimento transparente")
+        self.assertEqual(build_system_rewrite_candidates()["Durchschnittliche Lieferung"], "foreign_ui_label")
+
+
+class AuditLocalesCommandTests(SimpleTestCase):
+    @mock.patch("mandelblog_content_guard.management.commands.audit_locales.audit_locales")
+    def test_json_output(self, audit_locales_mock):
+        run = mock.Mock()
+        run.pk = 12
+        run.total_urls_checked = 2
+        run.issues_found = 1
+        run.summary = {"en": {"total_urls_checked": 2, "issues_found": 1, "by_severity": {"block": 1}}}
+        issue = mock.Mock(
+            url="/en/contact/",
+            title="Contact",
+            severity="block",
+            issue_type="wrong_language_fragment",
+            field_path="body.form.label",
+            bad_value="Correo electrónico",
+            replacement="Email",
+            fixed=False,
+        )
+        run.issues.all.return_value.order_by.return_value = [issue]
+        audit_locales_mock.return_value = run
+
+        out = StringIO()
+        call_command("audit_locales", "--locale", "en", "--format=json", stdout=out)
+        rendered = out.getvalue().strip()
+        payload = json.loads(rendered)
+        self.assertEqual(payload["run_id"], 12)
+        self.assertEqual(payload["issues"]["en"][0]["bad_value"], "Correo electrónico")
+
+    @mock.patch("mandelblog_content_guard.management.commands.audit_locales.audit_locales")
+    def test_rewrite_flags_are_forwarded(self, audit_locales_mock):
+        run = mock.Mock()
+        run.pk = 13
+        run.total_urls_checked = 1
+        run.issues_found = 0
+        run.summary = {"pt": {"total_urls_checked": 1, "issues_found": 0, "issues_fixed": 0, "by_severity": {"block": 0, "warn": 0, "log": 0}}}
+        run.issues.all.return_value.order_by.return_value = []
+        audit_locales_mock.return_value = run
+
+        out = StringIO()
+        call_command("audit_locales", "--locale", "pt", "--rewrite", "--dry-run", stdout=out)
+        audit_locales_mock.assert_called_once_with(["pt"], fix=False, rewrite=True, dry_run=True)
--- a/mandelstudio/validators/init.py
+++ b/mandelstudio/validators/init.py
--- a/Show More
+++ b/Show More
				`@@ -0,0 +1 @@`
				`default_app_config = "mandelblog_content_guard.apps.MandelblogContentGuardConfig"`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.base import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.de import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.en import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.es import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.fr import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.it import * # noqa: F401,F403`
				`@@ -0,0 +1 @@`
				`from mandelblog_content_guard.agents.nl import * # noqa: F401,F403`