Data-layer swarm · Schema Audit + Remediation Agent · Llm-semantic-compliance-scoring skill · Published June 1, 2026

LLM semantic compliance scoring for multi-location marketing content

OpenAI Moderation API, Anthropic Constitutional AI, Google Perspective API, Microsoft Azure Content Moderator, Amazon Comprehend Toxicity Detection, Persado, Phrasee Brand Voice + Compliance, Acrolinx, Writer.com Compliance, Grammarly Business + Acrolinx Editor, ProWritingAid Business, Hemingway Editor Business, LanguageTool, Sapling AI, INK Editor ship per-platform content-moderation primitives. The llm-semantic-compliance-scoring skill on the schema-audit-remediation agent — running per-portfolio per-artifact per-section per-multi-LLM-as-judge-ensemble probabilistic semantic compliance scoring + per-implied-claim-detection + per-semantic-equivalence-detection + per-vertical-compliance-overlay (FDA + FTC + state-AG + FINRA + HIPAA + state-medical-board) + per-borderline-routing + per-human-in-loop-calibration + per-portfolio audit-trail at multi-location-content-operator scale — is operator-side architecture above the per-platform primitive.

Engage the schema-audit-remediation agent See the 32-agent swarm

What this skill closes

Multi-LLM-as-judge ensemble — per-OpenAI-GPT-4 + per-GPT-4o + per-o1 + per-Anthropic-Claude + per-Google-Gemini + per-Cohere-Command-R-Plus + per-Mistral-Large-2 + per-Meta-Llama-3-70B + per-DeepSeek-V3 + per-Qwen-2.5 + per-Reka-Core + per-Falcon-180B + per-Yi-34B + per-Inflection-Pi with per-Chain-of-Thought-prompting + per-few-shot-examples + per-low-temperature + per-JSON-schema-output.
Cross-LLM agreement scoring — per-Cohen-kappa + per-Krippendorff-alpha + per-Fleiss-kappa-multi-rater + per-percent-agreement + per-cross-LLM-disagreement-detection + per-cross-LLM-confidence-interval-Bayesian-aggregation.
Implied-claim detection — per-implied-FDA-disease-claim + per-implied-FTC-endorsement-without-disclosure + per-implied-state-AG-deceptive-practice + per-implied-FINRA-omitted-disclosure + per-implied-state-medical-board-physician-endorsement + per-implied-HIPAA-PHI-disclosure with per-substantiation-verification against FDA + NIH + clinical-study databases.
Semantic-equivalence detection — per-best-substitute + per-finest + per-perfect + per-clinically-proven + per-doctor-recommended rewording-attack-vector detection via per-sentence-BERT + per-cross-encoder + per-T5-paraphrase + per-NLI (RoBERTa-MNLI + DeBERTa-v3-MNLI + BART-large-MNLI) + per-cosine-similarity + per-Pearson-correlation.
Per-vertical compliance overlay — per-FDA (21-CFR-101 + 21-CFR-201 + 21-CFR-310 + 21-CFR-352 + DSHEA + MoCRA-2022) + per-FTC (16-CFR-255 Endorsement + 16-CFR-323 Made-in-USA + Health Claims Guide + Earnings Claims Guide) + per-state-AG (California 17500 + CLRA + NY GBL 349-350 + Florida DUTPA + Texas DTPCPA) + per-FINRA (Rule 2210 + 2211 + 2212 + SEC Rule 482) + per-HIPAA + per-state-medical-board + per-state-cosmetic-board + per-state-cannabis-control + per-state-childcare-license + per-GDPR + per-CCPA.
Borderline routing + human-in-loop — per-confidence-95%-auto-approve + per-confidence-80-95%-spot-check + per-confidence-50-80%-human-review + per-confidence-less-than-50%-block + per-cross-LLM-disagreement-routing + per-Slack + per-email + per-Trello + per-Asana + per-Linear queue-management with per-vertical + per-jurisdiction + per-language expertise reviewer-assignment.
Human-in-loop calibration — per-LLM-rolling-30-day + 90-day + 365-day accuracy-tracking + per-LLM-calibration-bias-detection + per-LLM-weighted-ensemble-blend-update + per-rubric-prompt-iteration + per-few-shot-example-update from human feedback.

Why per-vendor-Acrolinx-canonical-deterministic-rule-canonical-keyword-match breaks at multi-location-content-operator scale

At 1-document-1-style-guide scale per-keyword-blacklist-whitelist primitive is enough. At multi-location-content-operator scale per-50,000-per-month-LLM-generated-marketing-content × per-cross-vertical × per-cross-jurisdiction × per-cross-channel per-canonical-deterministic-rule-bypassed-implied-meaning + per-canonical-semantic-equivalence-bypassed (per-best-substitute + per-finest + per-perfect + per-clinically-proven + per-doctor-recommended canonical-keyword-blacklist + per-implied-claim-LLM-rewords-equivalent-meaning + per-semantic-rewording-attack-vector).

Per-canonical-implied-FDA-disease-claim-LLM-generates-cures-treats-rewords-as-supports-deterministic-rule-bypass + per-canonical-implied-FTC-Endorsement-LLM-omits-material-connection-disclosure + per-canonical-implied-state-AG-deceptive-practice + per-canonical-implied-FINRA-LLM-omits-disclosure + per-canonical-implied-state-medical-board-LLM-implies-physician-endorsement + per-canonical-implied-state-cannabis-control-LLM-implies-medical-claim-cannabis + per-canonical-implied-HIPAA-LLM-implies-PHI-disclosure + per-canonical-implied-state-childcare-license-LLM-implies-staff-credentials.

Per-canonical-multi-LLM-as-judge-ensemble-blind + per-canonical-multi-rubric-evaluation-blind + per-canonical-probabilistic-scoring-blind + per-canonical-cross-LLM-agreement-scoring-blind + per-canonical-cross-LLM-disagreement-detection-blind + per-canonical-borderline-routing-human-in-loop-blind + per-canonical-human-in-loop-calibration-blind. Per-canonical-multi-LLM-as-judge-ensemble + per-canonical-multi-rubric-evaluation + per-canonical-probabilistic-scoring + per-canonical-implied-claim-detection + per-canonical-semantic-equivalence-detection + per-canonical-cross-LLM-agreement-scoring + per-canonical-borderline-routing-human-in-loop + per-canonical-human-in-loop-calibration is operator-side architecture above per-vendor per-deterministic-rule-or-per-single-LLM primitive.

What is in market today

Per-platform per-LLM-as-judge-evaluation

OpenAI GPT-4 + GPT-4o + o1 + o1-Pro, Anthropic Claude 4.6 + 4.7, Google Gemini 1.5 + 2.0, Cohere Command R+, Mistral Large 2 + Codestral, Meta Llama 3.1 70B + 405B, DeepSeek V3 + R1, Qwen 2.5 + Qwen 3, Reka Core, Falcon 180B, Yi-34B, Inflection Pi. Per-account per-LLM per-prompt per-completion. Per-canonical-multi-LLM-as-judge-canonical-ensemble-canonical-cross-LLM-canonical-agreement-canonical-scoring is not the primitive.

Per-platform per-content-moderation-classifier

OpenAI Moderation API, Anthropic Constitutional AI, Google Perspective API, Microsoft Azure Content Moderator, Amazon Comprehend Toxicity Detection, Sightengine, Hive Moderation, WebPurify, Two Hat, Clarifai Moderation, Aurora. Per-account per-classifier-API per-toxicity-score. Per-canonical-implied-claim-canonical-detection + per-semantic-equivalence-canonical-detection is not the primitive.

Per-platform per-brand-voice-compliance-tool

Persado, Phrasee Brand Voice + Compliance, Acrolinx, Writer.com Compliance, Grammarly Business + Acrolinx Editor, ProWritingAid Business, Hemingway Editor Business, LanguageTool, Sapling AI, INK Editor, LightKey, Wordtune Business, Compose AI Business. Per-account per-document per-style-guide per-keyword-blacklist-whitelist. Per-canonical-probabilistic-canonical-scoring-canonical-borderline-routing-canonical-human-in-loop-canonical-calibration is not the primitive.

Per-platform per-regulatory-compliance-source

FDA Substantiation Guidance, FTC Endorsement Guides + Made in USA Standard + Health Claims Guide + Earnings Claims Guide, State Attorneys General Consumer Protection Acts, State Cannabis Control Boards, State Medical Boards, FINRA Marketing Rules, HIPAA Marketing Guidelines, GDPR, CCPA. Per-regulation per-spec per-canonical-source. Per-canonical-per-vertical-compliance-canonical-overlay-canonical-cross-regulation-canonical-aggregation is not the primitive.

How the architecture is set up

Per-portfolio per-canonical-multi-LLM-canonical-API-substrate. Per-OpenAI-GPT-4-API + per-Anthropic-Claude-API + per-Google-Gemini-API + per-Cohere-Command-API + per-Mistral-Large-API + per-Meta-Llama-3-API + per-DeepSeek-V3-API + per-Qwen-2.5-API + per-Reka-Core-API + per-Falcon-180B-API + per-Yi-34B-API + per-Inflection-Pi-API canonical-multi-LLM.
Per-portfolio per-canonical-multi-rubric-canonical-spec. Per-brand-voice + per-claim-substantiation + per-FTC-Endorsement + per-FTC-Made-In-USA + per-FTC-Health-Claim + per-FDA-substantiation + per-state-AG-deceptive-practice + per-FINRA-disclosure + per-HIPAA + per-state-medical-board + per-state-cosmetic-board + per-state-cannabis-control + per-state-childcare-license + per-GDPR + per-CCPA canonical-rubric-spec.
Per-portfolio per-canonical-per-LLM-canonical-judge-canonical-prompt-engineering. Per-Chain-of-Thought + per-few-shot-examples + per-system-prompt-anchoring + per-low-temperature + per-JSON-schema-output canonical-prompt-engineering.
Per-portfolio per-canonical-cross-LLM-canonical-agreement-canonical-scoring. Per-Cohen-kappa + per-Krippendorff-alpha + per-Fleiss-kappa-multi-rater + per-percent-agreement canonical-agreement-metric.
Per-portfolio per-canonical-cross-LLM-canonical-disagreement-canonical-detection + per-confidence-interval-Bayesian-aggregation. Per-disagreement-routing + per-Bayesian-credible-interval aggregation.
Per-portfolio per-canonical-implied-claim-canonical-detection. Per-multi-LLM-implied-claim-prompt + per-FDA + FTC + state-AG + FINRA + state-medical-board + HIPAA per-implied-claim-rubric + per-substantiation-verification-vs-FDA-NIH-clinical-study-database.
Per-portfolio per-canonical-semantic-equivalence-canonical-detection. Per-multi-LLM-semantic-equivalence-prompt + per-sentence-BERT + per-cross-encoder + per-T5-paraphrase + per-NLI-RoBERTa-MNLI-DeBERTa-v3-MNLI-BART-large-MNLI + per-cosine + per-Pearson + per-edit-distance canonical-similarity.
Per-portfolio per-canonical-per-vertical-canonical-FDA-overlay. Per-21-CFR-101 + per-21-CFR-201 + per-21-CFR-310 + per-21-CFR-352 + per-DSHEA + per-MoCRA-2022 canonical-FDA-spec.
Per-portfolio per-canonical-FTC-canonical-overlay. Per-16-CFR-255-Endorsement + per-16-CFR-323-Made-in-USA + per-Health-Claims-Guide + per-Earnings-Claims-Guide + per-Deceptive-Practice-Standards.
Per-portfolio per-canonical-state-AG + FINRA + HIPAA + state-medical-board + state-cosmetic + state-cannabis + state-childcare overlay. Per-California-17500 + CLRA + NY-GBL-349-350 + Florida-DUTPA + Texas-DTPCPA + FINRA-Rule-2210-2211-2212 + SEC-Rule-482 + HIPAA-PHI + state-medical + state-cosmetic + state-cannabis + state-childcare + GDPR + CCPA canonical-overlay.
Per-portfolio per-canonical-per-rubric-canonical-confidence-interval-canonical-threshold. Per-greater-than-95%-auto-approve + per-80-95%-spot-check + per-50-80%-human-review + per-less-than-50%-block canonical-threshold.
Per-portfolio per-canonical-borderline-canonical-routing-canonical-human-in-loop. Per-Slack + per-email + per-Trello + per-Asana + per-Linear queue-management + per-vertical + per-jurisdiction + per-language expertise reviewer-assignment.
Per-portfolio per-canonical-human-in-loop-canonical-calibration + audit-trail. Per-LLM-rolling-30-day + 90-day + 365-day accuracy + per-calibration-bias-detection + per-LLM-weighted-ensemble-blend-update + per-rubric-prompt-iteration + per-few-shot-example-update from human feedback + per-CMO-dashboard-rollup.

Frequently asked questions

What is LLM semantic compliance scoring for multi-location marketing content?

LLM semantic compliance scoring runs per-portfolio per-artifact per-section per-canonical-multi-LLM-as-judge-canonical-ensemble + per-canonical-multi-rubric-canonical-evaluation + per-canonical-per-rubric-canonical-probabilistic-canonical-scoring + per-canonical-implied-claim-canonical-detection + per-canonical-semantic-canonical-equivalence-canonical-detection + per-canonical-per-vertical-compliance-canonical-overlay + per-canonical-FTC-canonical-overlay + per-canonical-state-AG-canonical-overlay + per-canonical-per-rubric-canonical-confidence-interval + per-canonical-per-rubric-canonical-borderline-routing-canonical-to-human-review + per-canonical-per-rubric-canonical-human-in-the-loop-canonical-calibration + per-canonical-per-rubric-canonical-rolling-accuracy-canonical-tracking + per-portfolio audit-trail. Per-canonical-multi-LLM-as-judge-canonical-ensemble runs per-canonical-OpenAI-GPT-4-canonical-judge + per-canonical-Anthropic-Claude-canonical-judge + per-canonical-Google-Gemini-canonical-judge + per-canonical-Cohere-Command-canonical-judge + per-canonical-Mistral-Large-canonical-judge + per-canonical-Llama-3-70B-canonical-judge + per-canonical-DeepSeek-V3-canonical-judge + per-canonical-Qwen-2.5-canonical-judge per-canonical-multi-LLM-judge + per-canonical-cross-LLM-canonical-agreement-canonical-scoring + per-canonical-cross-LLM-canonical-disagreement-canonical-detection + per-canonical-cross-LLM-canonical-confidence-interval-canonical-aggregation. The per-platform per-LLM-as-judge-evaluation category includes OpenAI GPT-4 + GPT-4o + o1 + o1-Pro, Anthropic Claude 4.6 + 4.7, Google Gemini 1.5 + 2.0, Cohere Command R+, Mistral Large 2 + Codestral, Meta Llama 3.1 70B + 405B, DeepSeek V3 + R1, Qwen 2.5 + Qwen 3, Reka Core, Falcon 180B, Yi-34B, Inflection Pi. The per-platform per-content-moderation-classifier category includes OpenAI Moderation API, Anthropic Constitutional AI, Google Perspective API, Microsoft Azure Content Moderator, Amazon Comprehend Toxicity Detection, Sightengine, Hive Moderation, WebPurify, Two Hat (Microsoft), Clarifai Moderation, Aurora. The per-platform per-brand-voice-compliance-tool category includes Persado, Phrasee Brand Voice + Compliance, Acrolinx, Writer.com Compliance, Grammarly Business + Acrolinx Editor, ProWritingAid Business, Hemingway Editor Business, LanguageTool, Sapling AI, INK Editor, LightKey, Wordtune Business, Compose AI Business. The per-platform per-regulatory-compliance-source category includes FDA Substantiation Guidance, FTC Endorsement Guides + Made in USA Standard + Health Claims Guide + Earnings Claims Guide, State Attorneys General Consumer Protection Acts, State Cannabis Control Boards, State Medical Boards, State Cosmetic Boards, State Childcare License Requirements, FINRA Marketing Communication Rules, HIPAA Marketing Guidelines, GDPR Marketing Compliance, CCPA Marketing Compliance. The llm-semantic-compliance-scoring skill on the schema-audit-remediation agent (1 of the bundle on schema-audit-remediation in the data-layer swarm alongside per-canonical-sitewide-schema-audit + per-canonical-jsonld-generation-from-master-record + per-canonical-vertical-schema-pack-composition + per-canonical-rich-result-eligibility-scoring + per-canonical-schema-conflict-detection + per-canonical-schema-auto-remediation + per-canonical-per-sku-compliance-gate) — running per-portfolio per-artifact per-section per-LLM-as-judge per-multi-model-ensemble probabilistic semantic compliance scoring + per-portfolio audit-trail at multi-location-content-operator scale — is operator-side architecture above the per-platform per-LLM-as-judge-evaluation + per-content-moderation-classifier + per-brand-voice-compliance-tool + per-regulatory-compliance-source primitive.

Why does per-vendor-Acrolinx-canonical-deterministic-rule-canonical-keyword-match break down at multi-location-content-operator scale?

Per-vendor-Acrolinx-canonical-deterministic-rule-canonical-keyword-match ships per-account per-document per-style-guide per-rule per-keyword-blacklist-whitelist primitive. Per-vendor-Persado + per-Phrasee + per-Writer.com + per-Grammarly-Business + per-ProWritingAid + per-Hemingway + per-LanguageTool + per-Sapling-AI + per-INK + per-LightKey + per-Wordtune + per-Compose-AI-canonical-single-account ship per-vendor per-native deterministic-rule primitives. At 1-document-1-style-guide scale per-keyword-blacklist-whitelist primitive is enough. At multi-location-content-operator scale per-50,000-per-month-canonical-LLM-generated-marketing-content × per-cross-vertical × per-cross-jurisdiction × per-cross-channel per-canonical-deterministic-rule-canonical-bypassed-canonical-implied-meaning + per-canonical-semantic-equivalence-canonical-bypassed (per-canonical-best-substitute-canonical-finest-canonical-perfect-canonical-clinically-proven-canonical-doctor-recommended canonical-keyword-blacklist + per-canonical-implied-claim-canonical-LLM-rewords-canonical-equivalent-meaning + per-canonical-semantic-rewording-canonical-attack-vector per-canonical-bypass-vector) + per-canonical-implied-FDA-disease-claim-canonical-LLM-generates-cures-treats-rewords-as-supports-canonical-deterministic-rule-canonical-bypass + per-canonical-implied-FTC-Endorsement-canonical-LLM-omits-material-connection-canonical-disclosure-deterministic-rule-bypass + per-canonical-implied-state-AG-canonical-deceptive-practice-canonical-LLM-generates-misleading-pricing-claim + per-canonical-implied-FINRA-canonical-LLM-omits-disclosure + per-canonical-implied-state-medical-board-canonical-LLM-implies-physician-endorsement-canonical-without-physician + per-canonical-implied-state-cannabis-control-canonical-LLM-implies-medical-claim-cannabis + per-canonical-implied-HIPAA-canonical-LLM-implies-PHI-disclosure + per-canonical-implied-state-childcare-license-canonical-LLM-implies-staff-credentials-without-substantiation. Per-canonical-per-vertical-compliance-overlay-canonical-implied-claim-blind + per-canonical-FTC-overlay-canonical-implied-claim-blind + per-canonical-state-AG-overlay-canonical-implied-claim-blind + per-canonical-FINRA-overlay-canonical-implied-claim-blind + per-canonical-HIPAA-overlay-canonical-implied-claim-blind. Per-canonical-multi-LLM-as-judge-ensemble-blind (per-OpenAI-GPT-4-judge + per-Claude-judge + per-Gemini-judge + per-Cohere-judge + per-Mistral-judge canonical-ensemble-blind) + per-canonical-multi-rubric-evaluation-blind + per-canonical-probabilistic-canonical-scoring-blind + per-canonical-cross-LLM-canonical-agreement-canonical-scoring-blind + per-canonical-cross-LLM-canonical-disagreement-canonical-detection-blind + per-canonical-cross-LLM-canonical-confidence-interval-canonical-aggregation-blind + per-canonical-borderline-canonical-routing-canonical-human-in-loop-blind + per-canonical-human-in-loop-canonical-calibration-blind + per-canonical-per-rubric-canonical-rolling-accuracy-canonical-tracking-blind. Per-vendor-Acrolinx + Writer.com + Persado + Phrasee + Grammarly-Business + ProWritingAid + Hemingway + LanguageTool + Sapling-AI + INK + LightKey + Wordtune + Compose-AI ship per-vendor per-deterministic-rule-or-per-single-LLM primitive. Per-canonical-multi-LLM-as-judge-canonical-ensemble + per-canonical-multi-rubric-canonical-evaluation + per-canonical-probabilistic-canonical-scoring + per-canonical-implied-claim-canonical-detection + per-canonical-semantic-equivalence-canonical-detection + per-canonical-cross-LLM-canonical-agreement-canonical-scoring + per-canonical-borderline-canonical-routing-canonical-human-in-loop + per-canonical-human-in-loop-canonical-calibration is operator-side architecture above per-vendor per-deterministic-rule-or-per-single-LLM primitive.

What does per-portfolio per-canonical-multi-LLM-as-judge-canonical-ensemble do?

Per-portfolio per-canonical-multi-LLM-as-judge-canonical-ensemble runs per-portfolio per-canonical-OpenAI-GPT-4-canonical-judge-canonical-prompt + per-canonical-Anthropic-Claude-canonical-judge-canonical-prompt + per-canonical-Google-Gemini-canonical-judge-canonical-prompt + per-canonical-Cohere-Command-R-Plus-canonical-judge-canonical-prompt + per-canonical-Mistral-Large-2-canonical-judge-canonical-prompt + per-canonical-Meta-Llama-3-70B-canonical-judge-canonical-prompt + per-canonical-DeepSeek-V3-canonical-judge-canonical-prompt + per-canonical-Qwen-2.5-canonical-judge-canonical-prompt + per-canonical-Reka-Core-canonical-judge-canonical-prompt + per-canonical-Falcon-180B-canonical-judge-canonical-prompt + per-canonical-Yi-34B-canonical-judge-canonical-prompt + per-canonical-Inflection-Pi-canonical-judge-canonical-prompt per-canonical-multi-LLM-judge + per-canonical-per-LLM-canonical-judge-canonical-rubric-canonical-spec (per-brand-voice-rubric + per-claim-substantiation-rubric + per-FTC-Endorsement-rubric + per-FTC-Made-In-USA-rubric + per-FTC-Health-Claim-rubric + per-FDA-substantiation-rubric + per-state-AG-deceptive-practice-rubric + per-FINRA-disclosure-rubric + per-HIPAA-rubric + per-state-medical-board-rubric + per-state-cosmetic-board-rubric + per-state-cannabis-control-rubric + per-state-childcare-license-rubric + per-GDPR-rubric + per-CCPA-rubric per-canonical-rubric-spec) + per-canonical-per-LLM-canonical-judge-canonical-Chain-of-Thought-canonical-prompting + per-canonical-per-LLM-canonical-judge-canonical-few-shot-canonical-examples + per-canonical-per-LLM-canonical-judge-canonical-system-prompt-canonical-anchoring + per-canonical-per-LLM-canonical-judge-canonical-output-format-canonical-JSON-canonical-schema + per-canonical-per-LLM-canonical-judge-canonical-temperature-canonical-spec-canonical-low-canonical-temperature-canonical-consistency + per-canonical-per-LLM-canonical-judge-canonical-cost-canonical-token-canonical-tracking + per-canonical-cross-LLM-canonical-agreement-canonical-scoring (per-Cohen-kappa-canonical-coefficient + per-Krippendorff-alpha + per-Fleiss-kappa-canonical-multi-rater + per-percent-agreement per-canonical-agreement-metric) + per-canonical-cross-LLM-canonical-disagreement-canonical-detection + per-canonical-cross-LLM-canonical-confidence-interval-canonical-Bayesian-aggregation. Per-portfolio audit-trail.

How does per-portfolio per-canonical-implied-claim-canonical-detection + per-canonical-semantic-equivalence-canonical-detection work?

Per-portfolio per-canonical-implied-claim-canonical-detection runs per-portfolio per-canonical-multi-LLM-canonical-implied-claim-canonical-prompt (per-detect-implied-FDA-disease-claim + per-detect-implied-FTC-endorsement-without-disclosure + per-detect-implied-state-AG-deceptive-practice + per-detect-implied-FINRA-omitted-disclosure + per-detect-implied-state-medical-board-physician-endorsement + per-detect-implied-HIPAA-PHI-disclosure per-canonical-implied-claim-prompt) + per-canonical-per-implied-claim-canonical-substantiation-canonical-verification (per-claim-canonical-cross-reference-vs-evidence-canonical-spec + per-claim-canonical-cross-reference-vs-clinical-study + per-claim-canonical-cross-reference-vs-FDA-database + per-claim-canonical-cross-reference-vs-NIH-database per-canonical-substantiation-verification) + per-canonical-per-implied-claim-canonical-severity-canonical-tiering (per-Critical-FDA-disease-claim-canonical-FDA-warning-letter-risk + per-High-FTC-Endorsement-canonical-FTC-enforcement-risk + per-Medium-state-AG-canonical-civil-penalty-risk + per-Low-recommended-edit per-canonical-severity-tiering). Per-canonical-semantic-equivalence-canonical-detection runs per-portfolio per-canonical-multi-LLM-canonical-semantic-equivalence-canonical-prompt (per-detect-semantic-equivalence-canonical-best-substitute-canonical-finest-canonical-perfect + per-detect-semantic-equivalence-canonical-clinically-proven-canonical-doctor-recommended + per-detect-semantic-equivalence-canonical-rewording-attack-vector per-canonical-semantic-equivalence-prompt) + per-canonical-sentence-BERT-canonical-embedding-canonical-similarity (per-canonical-cosine-similarity + per-canonical-Pearson-correlation + per-canonical-edit-distance per-canonical-similarity-metric) + per-canonical-cross-encoder-canonical-similarity-scoring + per-canonical-paraphrase-canonical-detection-canonical-T5-canonical-paraphrase-model + per-canonical-NLI-canonical-Natural-Language-Inference-canonical-entailment-detection (per-canonical-RoBERTa-MNLI + per-canonical-DeBERTa-v3-MNLI + per-canonical-BART-large-MNLI per-canonical-NLI-model). Per-portfolio audit-trail.

What does per-portfolio per-canonical-borderline-canonical-routing-canonical-human-in-loop + per-canonical-human-in-loop-canonical-calibration do?

Per-portfolio per-canonical-borderline-canonical-routing-canonical-human-in-loop runs per-portfolio per-canonical-per-rubric-canonical-confidence-interval-canonical-threshold-spec (per-confidence-canonical-greater-than-95-percent-canonical-auto-approve + per-confidence-canonical-80-to-95-percent-canonical-spot-check + per-confidence-canonical-50-to-80-percent-canonical-human-review + per-confidence-canonical-less-than-50-percent-canonical-block per-canonical-threshold-spec) + per-canonical-per-LLM-canonical-disagreement-canonical-routing (per-cross-LLM-canonical-disagreement-canonical-greater-than-2-LLMs-canonical-route-to-human + per-cross-LLM-canonical-confidence-interval-canonical-wide-canonical-route-to-human per-canonical-disagreement-routing) + per-canonical-borderline-canonical-content-canonical-queue-canonical-management (per-Slack-canonical-routing + per-email-canonical-routing + per-Trello-canonical-routing + per-Asana-canonical-routing + per-Linear-canonical-routing per-canonical-queue-management) + per-canonical-per-borderline-canonical-reviewer-canonical-assignment-canonical-policy (per-vertical-expertise + per-jurisdiction-expertise + per-language-expertise + per-round-robin per-canonical-assignment-policy). Per-canonical-human-in-loop-canonical-calibration runs per-portfolio per-canonical-human-reviewer-canonical-feedback-canonical-ingestion (per-LLM-score-canonical-vs-human-score-canonical-comparison + per-LLM-decision-canonical-vs-human-decision-canonical-comparison per-canonical-feedback-ingestion) + per-canonical-per-LLM-canonical-rolling-30-day-canonical-accuracy-canonical-tracking + per-canonical-per-LLM-canonical-rolling-90-day-canonical-accuracy-canonical-tracking + per-canonical-per-LLM-canonical-rolling-365-day-canonical-accuracy-canonical-tracking + per-canonical-per-LLM-canonical-calibration-canonical-bias-canonical-detection + per-canonical-per-LLM-canonical-weighted-canonical-ensemble-canonical-blend-canonical-update + per-canonical-per-rubric-canonical-prompt-canonical-iteration-canonical-from-human-feedback + per-canonical-per-rubric-canonical-few-shot-canonical-example-canonical-update-canonical-from-human-feedback. Per-portfolio audit-trail.

What does per-portfolio per-canonical-per-vertical-canonical-FTC-canonical-FDA-canonical-state-AG-canonical-FINRA-canonical-HIPAA-overlay + per-schema-audit-remediation-agent-canonical-bundle do?

Per-portfolio per-canonical-per-vertical-canonical-compliance-overlay runs per-portfolio per-canonical-FDA-overlay-canonical-substantiation-canonical-spec-canonical-load (per-21-CFR-101-Nutrition-Labeling + per-21-CFR-201-Pharmaceutical-Labeling + per-21-CFR-310-New-Drug-Substances + per-21-CFR-310.530-Sunscreens + per-21-CFR-352-Sunscreens + per-DSHEA-Dietary-Supplement-Health-and-Education-Act + per-Cosmetics-Modernization-Act-MoCRA-2022 per-canonical-FDA-spec) + per-canonical-FTC-overlay-canonical-spec-canonical-load (per-FTC-Endorsement-Guides-16-CFR-255 + per-FTC-Made-in-USA-Standard-16-CFR-323 + per-FTC-Health-Claims-Guide + per-FTC-Earnings-Claims-Guide + per-FTC-Deceptive-Practice-Standards per-canonical-FTC-spec) + per-canonical-state-AG-overlay-canonical-spec-canonical-load (per-California-Business-and-Professions-Code-17500 + per-California-Consumer-Legal-Remedies-Act + per-New-York-General-Business-Law-349-350 + per-Florida-Deceptive-and-Unfair-Trade-Practices-Act + per-Texas-Deceptive-Trade-Practices-Consumer-Protection-Act per-canonical-state-AG-spec) + per-canonical-FINRA-overlay-canonical-spec-canonical-load (per-FINRA-Rule-2210-Communications-with-the-Public + per-FINRA-Rule-2211-Communications-with-the-Public-about-Variable-Insurance + per-FINRA-Rule-2212-Use-of-Investment-Companies-Rankings + per-SEC-Rule-482-Information-Required-in-Advertisements per-canonical-FINRA-spec) + per-canonical-HIPAA-overlay-canonical-spec-canonical-load (per-HIPAA-Marketing-Guidelines + per-HIPAA-PHI-canonical-spec + per-HIPAA-Authorization-canonical-spec per-canonical-HIPAA-spec) + per-canonical-state-medical-board-overlay-canonical-spec-canonical-load + per-canonical-state-cosmetic-board + per-canonical-state-cannabis-control + per-canonical-state-childcare-license + per-canonical-GDPR + per-canonical-CCPA. Per-schema-audit-remediation-agent-canonical-bundle integrates the llm-semantic-compliance-scoring skill with sibling skills on the same agent: per-canonical-sitewide-schema-audit (skill sibling — provides sitewide audit substrate) + per-canonical-jsonld-generation-from-master-record (skill sibling — generated schema scored for semantic compliance) + per-canonical-vertical-schema-pack-composition (skill sibling — provides per-vertical schema-pack spec) + per-canonical-rich-result-eligibility-scoring (skill sibling — provides eligibility scoring) + per-canonical-schema-conflict-detection (skill sibling — detects cross-page schema conflicts) + per-canonical-schema-auto-remediation (skill sibling — auto-remediates detected issues) + per-canonical-per-sku-compliance-gate (skill sibling — per-SKU compliance gating). Per-portfolio audit-trail.

Engage the schema-audit-remediation agent

Per-portfolio per-artifact per-section per-multi-LLM-as-judge-ensemble probabilistic semantic compliance scoring + per-implied-claim-detection + per-semantic-equivalence-detection + per-vertical-compliance-overlay + per-borderline-routing + per-human-in-loop-calibration + per-portfolio audit-trail shipped as the orchestration layer above your existing per-LLM-as-judge-evaluation + per-content-moderation-classifier + per-brand-voice-compliance-tool + per-regulatory-compliance-source primitive.

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