Data-layer swarm · Brand-Spec-Authoring Agent · Voice-attribute-extraction skill · Build pillar · Published July 26, 2026

How to build LLM-extracted brand-voice templates from existing content

This guide explains how to architect the voice-attribute-extraction skill on the brand-spec-authoring agent end-to-end at multi-corpus voice-template synthesis scale: per-portfolio per-banner per-canonical-corpus-source-pointer + per-canonical-voice-attribute-extraction-spec + per-canonical-template-synthesis-spec + per-canonical-multi-LLM-cross-check-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Engage the brand-spec-authoring agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-canonical-corpus-source-pointer across 24 corpus source types — per-marketing-website + per-product-detail-pages + per-blog-articles + per-press-releases + per-email-campaigns + per-SMS-campaigns + per-push-notifications + per-social-organic-posts + per-paid-social-creatives + per-paid-search-RSAs + per-paid-display-creatives + per-CS-transcripts + per-agent-assist-suggestions + per-call-transcripts + per-review-responses + per-Q-and-A-responses + per-onboarding-email-sequences + per-PE-LP-letters + per-quarterly-board-decks + per-FDD-Item-19-FPR-narratives + per-prospectus-documents + per-investor-update-emails + per-recruiting-collateral + per-franchisee-portal-communications.
Per-canonical-voice-attribute-extraction-spec — per-8-axis-tone-of-voice + per-15-metric-vocabulary-profile + per-11-metric-cadence + per-12-metric-syntactic-fingerprint + per-8-metric-emotional-register + per-forbidden-phrase-list + per-required-phrase-list + per-brand-asset-mention-rate + per-claim-density + per-citation-density + per-NER-disambiguation + per-LLM-self-consistency + per-multi-LLM-ensemble-extraction + per-extraction-confidence-tier + per-extraction-explainability.
Per-canonical-template-synthesis-spec — per-14-DSL-vendor + per-20-template-slot + per-22-channel-adapter + per-cross-channel-consistency-score + per-versioning (PR-style + semver + rollback-target + deprecation-countdown) + per-7-role-multi-stakeholder-approval + per-template-synthesis-confidence-tier + per-template-synthesis-explainability.
Per-canonical-multi-LLM-cross-check-spec + per-canonical-compliance-gate-spec — per-7-model-LLM-ensemble (GPT-4o + Claude + Gemini-Pro + Mistral + Cohere + Llama + Claude-Sonnet) + per-Cohen-kappa + per-Fleiss-kappa + per-Krippendorff-alpha + per-LLM-self-consistency-cross-check + per-LLM-chain-of-thought-extraction + per-verbal-fidelity-cross-check + per-attribute-recall-precision-vs-source + per-BLEU-ROUGE-METEOR + per-embedding-cosine-similarity + per-stylometric-fingerprint-distance + per-Burrows-Delta-author-attribution + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-FTC-Negative-Option + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-medical-device + per-FDA-cosmetic + per-FDA-DSCSA + per-USDA-Organic + per-USDA-COOL + per-NAD-NARB + per-state-baby-food + per-state-recreational-cannabis + per-DEA + per-ATF + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA + per-Section-508 + per-ADA-Title-III + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-compliance-confidence-tier.
Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-30-sibling-skills + per-per-template-canonical-audit-record + per-SOC-2-Type-II + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention.

Why per-vendor-Jasper-account-flat-style-guide breaks at multi-corpus voice-template synthesis scale

At 1-account-1-flat-style-guide scale per-account per-flat-style-guide primitive is enough. At multi-corpus voice-template synthesis scale per-canonical-corpus-source-pointer + per-canonical-voice-attribute-extraction-spec + per-canonical-template-synthesis-spec + per-canonical-multi-LLM-cross-check-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

Per-account-flat-style-guide + per-corpus-source-pointer-blind + per-voice-attribute-extraction-blind + per-template-synthesis-blind + per-multi-LLM-cross-check-blind + per-compliance-gate-blind + per-multi-format-audit-trail-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-blind + per-FTC-AI-disclosure-blind + per-FTC-endorsement-guides-blind + per-FTC-Made-in-USA-rule-blind + per-FTC-Green-Guides-blind + per-FTC-Health-Products-Compliance-Guide-blind + per-CFPB-UDAAP-blind + per-FDA-21-CFR-Part-101-Part-202-blind + per-FDA-DSHEA-blind + per-USDA-Organic-blind + per-NAD-NARB-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-FINRA-2210-blind + per-SEC-Reg-S-K-blind + per-HIPAA-blind + per-Lanham-Act-blind + per-state-UDTPA-blind + per-state-FRR-blind + per-Robinson-Patman-blind + per-WCAG-2.2-AA-blind + per-EU-AI-Act-Article-50-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-NIST-AI-RMF-blind + per-ISO-42001-blind + per-7-year-IRS-tax-retention-blind + per-7-year-FTC-substantiation-retention-blind + per-7-year-FDD-retention-blind.

The operator-side architecture above per-vendor-flat-style-guide primitive is canonical-corpus-source-pointer + per-voice-attribute-extraction-spec + per-template-synthesis-spec + per-multi-LLM-cross-check-spec + per-compliance-gate-spec + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-AI-content-generation-vendor

Jasper, Copy.ai, Writesonic, Anyword, Persado, Phrasee, Rytr, ContentBot, Frase, Surfer SEO, Scalenut, MarketMuse, NeuronWriter, AlliAI, BloggerAI, GrowthBar, Acrolinx, Writer.com. Per-account per-flat-style-guide primitive (tone slider + free-text upload). Per-canonical-corpus-source-pointer-canonical-voice-attribute-extraction-canonical-template-synthesis-canonical-multi-LLM-cross-check-canonical-compliance-gate-canonical-audit-trail is not the primitive.

Per-platform per-stylometric-author-attribution-vendor

JGAAP, Stylo R, JGAAP-replicating Python libraries, Burrows Delta libraries, PAN Authorship Verification tooling, copy.ai Brand Voice, Writer.com Voice, Jasper Brand Voice. Per-account per-flat-author-fingerprint primitive (typically blind to per-template-channel-adapter + per-compliance-gate + per-versioning + per-multi-stakeholder-approval semantics). Per-canonical-per-corpus-tone-of-voice-canonical-per-corpus-vocabulary-profile-canonical-per-corpus-cadence-canonical-per-corpus-syntactic-fingerprint-canonical-per-corpus-emotional-register-canonical-per-corpus-forbidden-phrase-list-canonical-per-corpus-required-phrase-list-canonical-per-corpus-brand-asset-mention-rate-canonical-per-corpus-claim-density-canonical-per-corpus-citation-density-canonical-per-corpus-named-entity-disambiguation-canonical-per-corpus-LLM-self-consistency-cross-check-canonical-per-corpus-multi-LLM-ensemble-extraction is not the primitive.

Per-platform per-LLM-template-DSL-vendor

Jinja2, Handlebars, Liquid (Shopify), Mustache, Pydantic, Zod, JSON Schema, Protobuf, Outlines, Guidance (Microsoft), LMQL, SGLang, LangChain Prompt Templates, LlamaIndex Prompt Templates. Per-account per-flat-template primitive (typically blind to per-channel-adapter + per-cross-channel-consistency-score + per-7-role-multi-stakeholder-approval semantics). Per-canonical-per-voice-template-DSL-canonical-per-voice-template-slot-canonical-per-voice-template-channel-adapter-canonical-per-voice-template-cross-channel-consistency-score-canonical-per-voice-template-versioning-canonical-per-voice-template-multi-stakeholder-approval-canonical-per-voice-template-synthesis-confidence-tier is not the primitive.

Per-platform per-LLM-evaluation-benchmark-vendor

LangSmith, Langfuse, Arize, WhyLabs, TruEra, Helicone, Comet, Weights & Biases, MLflow, Datadog LLM Observability, Galileo, Patronus AI, OpenAI Evals, Hugging Face Evaluate, EleutherAI lm-eval-harness. Per-account per-flat-evaluation primitive (typically blind to per-template Cohen-kappa/Fleiss-kappa/Krippendorff-alpha + per-template BLEU/ROUGE/METEOR + per-template stylometric-fingerprint-distance + per-template Burrows-Delta + per-template compliance-gate semantics). Per-canonical-per-template-multi-LLM-ensemble-canonical-per-template-LLM-self-consistency-cross-check-canonical-per-template-LLM-chain-of-thought-extraction-canonical-per-template-LLM-verbal-fidelity-cross-check-canonical-per-template-LLM-attribute-recall-vs-source-corpus-canonical-per-template-LLM-attribute-precision-vs-source-corpus-canonical-per-template-LLM-template-vs-source-corpus-BLEU-ROUGE-METEOR-canonical-per-template-LLM-template-vs-source-corpus-embedding-cosine-similarity-canonical-per-template-LLM-stylometric-fingerprint-distance-canonical-per-template-LLM-author-attribution-score-Burrows-Delta is not the primitive.

How the architecture is built

Per-portfolio per-banner per-canonical-corpus-source-pointer-substrate. Per-24-canonical-corpus-source canonical-corpus.
Per-portfolio per-canonical-voice-attribute-extraction-spec. Per-8-axis-tone-of-voice + per-15-metric-vocabulary-profile + per-11-metric-cadence + per-12-metric-syntactic-fingerprint + per-8-metric-emotional-register + per-forbidden-required-phrase-list + per-brand-asset-mention-rate + per-claim-density + per-citation-density + per-NER-disambiguation + per-LLM-self-consistency + per-multi-LLM-ensemble-extraction + per-extraction-confidence-tier canonical-extraction.
Per-portfolio per-canonical-template-synthesis-spec. Per-14-DSL-vendor + per-20-template-slot + per-22-channel-adapter + per-cross-channel-consistency-score + per-versioning + per-7-role-multi-stakeholder-approval + per-template-synthesis-confidence-tier canonical-template.
Per-portfolio per-canonical-multi-LLM-cross-check-spec. Per-7-model-LLM-ensemble + per-Cohen-kappa + per-Fleiss-kappa + per-Krippendorff-alpha + per-LLM-self-consistency-cross-check + per-LLM-chain-of-thought + per-verbal-fidelity + per-attribute-recall-precision + per-BLEU-ROUGE-METEOR + per-embedding-cosine-similarity + per-stylometric-fingerprint-distance + per-Burrows-Delta-author-attribution + per-LLM-confidence-tier canonical-multi-LLM-cross-check.
Per-portfolio per-canonical-compliance-gate-spec. Per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-FTC-Negative-Option + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-medical-device + per-FDA-cosmetic + per-FDA-DSCSA + per-USDA-Organic + per-USDA-COOL + per-NAD-NARB + per-state-baby-food + per-state-recreational-cannabis + per-DEA + per-ATF + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA + per-Section-508 + per-ADA-Title-III + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-30-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-template-canonical-audit-record + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-USDA-Organic + per-NAD-NARB + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA-Section-508-ADA-Title-III + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-SOC-2-Type-II + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention canonical-audit.
Per-portfolio per-brand-spec-authoring-agent-canonical-bundle. Per-voice-attribute-extraction + per-claims-allowlist-substantiation + per-brand-voice-management + per-forbidden-phrase-library + per-brand-voice-drift-monitoring + per-brand-voice-guidelines + per-claims-substantiation canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-corpus-source-of-record-resolve-to-voice-attribute-extraction-to-template-synthesis-to-multi-LLM-cross-check-to-compliance-gate-to-multi-stakeholder-approval-to-PR-style-versioning-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-extraction-rewind + per-template-synthesis-rewind + per-multi-LLM-cross-check-rewind + per-multi-stakeholder-approval-rewind + per-replay-confidence-tier + per-replay-explainability canonical-replay.

Frequently asked questions

What is LLM-extracted brand-voice template synthesis from existing content?

LLM-extracted brand-voice template synthesis runs per-portfolio per-banner per-canonical-corpus-source-pointer (per-marketing-website + per-product-detail-pages + per-blog-articles + per-press-releases + per-email-campaigns + per-SMS-campaigns + per-push-notifications + per-social-organic-posts + per-paid-social-creatives + per-paid-search-RSAs + per-paid-display-creatives + per-CS-transcripts + per-agent-assist-suggestions + per-call-transcripts + per-review-responses + per-Q-and-A-responses + per-onboarding-email-sequences + per-PE-LP-letters + per-quarterly-board-decks + per-FDD-Item-19-FPR-narratives + per-prospectus-documents + per-investor-update-emails + per-recruiting-collateral + per-franchisee-portal-communications + per-canonical-corpus-source) + per-canonical-voice-attribute-extraction-spec + per-canonical-template-synthesis-spec + per-canonical-multi-LLM-cross-check-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Jasper-canonical-account-flat-style-guide break at multi-corpus voice-template synthesis scale?

Per-vendor-Jasper-canonical-account-flat-style-guide ships per-account per-flat-style-guide primitive — typically a single brand-voice-tone slider (formal/casual + serious/playful + reverent/irreverent) plus a free-text style-guide upload. No per-corpus voice-attribute extraction engine, no per-voice template synthesis with structured attribute decomposition, no per-template multi-LLM cross-check, no per-template compliance gate, no per-template versioning + audit trail. Per-vendor-Copy.ai-canonical + per-Writesonic-canonical + per-Anyword-canonical + per-Persado-canonical + per-Phrasee-canonical + per-Rytr-canonical + per-ContentBot-canonical + per-Frase-canonical + per-Surfer-SEO-canonical + per-Scalenut-canonical + per-MarketMuse-canonical + per-NeuronWriter-canonical + per-AlliAI-canonical + per-BloggerAI-canonical + per-GrowthBar-canonical + per-Acrolinx-canonical + per-Writer.com-canonical-account-flat-style-guide ship per-vendor per-native account-flat-style-guide primitives. At 1-account-1-flat-style-guide scale per-account per-flat-style-guide primitive is enough. At multi-corpus voice-template synthesis scale per-canonical-corpus-source-pointer + per-canonical-voice-attribute-extraction-spec + per-canonical-template-synthesis-spec + per-canonical-multi-LLM-cross-check-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

How does per-corpus voice-attribute-extraction + per-voice template-synthesis work?

Per-portfolio per-banner per-canonical-voice-attribute-extraction-spec runs per-portfolio per-canonical-per-corpus-tone-of-voice (per-formal-casual + per-serious-playful + per-reverent-irreverent + per-warm-cold + per-confident-humble + per-aspirational-grounded + per-witty-earnest + per-authoritative-collegial) + per-canonical-per-corpus-vocabulary-profile (per-Flesch-Kincaid-Grade-Level + per-Flesch-Reading-Ease + per-Gunning-Fog-Index + per-SMOG-Index + per-Coleman-Liau-Index + per-Dale-Chall + per-Automated-Readability-Index + per-LIX + per-RIX + per-tokens-per-sentence + per-syllables-per-word + per-passive-voice-rate + per-jargon-density + per-acronym-density + per-named-entity-density) + per-canonical-per-corpus-cadence (per-average-sentence-length + per-sentence-length-stddev + per-paragraph-length-distribution + per-question-rate + per-exclamation-rate + per-em-dash-rate + per-comma-density + per-list-density + per-bullet-density + per-header-density + per-pull-quote-density) + per-canonical-per-corpus-syntactic-fingerprint (per-syntactic-tree-depth + per-clause-embedding-depth + per-coordination-vs-subordination-ratio + per-anaphora-rate + per-cataphora-rate + per-passive-construction-rate + per-imperative-rate + per-second-person-singular-rate + per-first-person-plural-rate + per-noun-phrase-length + per-verb-tense-distribution + per-modal-verb-density) + per-canonical-per-corpus-emotional-register (per-sentiment-trajectory + per-emotion-anger-joy-sadness-fear-surprise-disgust + per-empathy-score + per-de-escalation-score + per-confidence-marker-rate + per-hedging-marker-rate + per-superlative-rate + per-comparative-rate) + per-canonical-per-corpus-forbidden-phrase-list + per-canonical-per-corpus-required-phrase-list + per-canonical-per-corpus-brand-asset-mention-rate + per-canonical-per-corpus-claim-density + per-canonical-per-corpus-citation-density + per-canonical-per-corpus-named-entity-disambiguation + per-canonical-per-corpus-LLM-self-consistency-cross-check + per-canonical-per-corpus-multi-LLM-ensemble-extraction + per-canonical-per-corpus-extraction-confidence-tier + per-canonical-per-corpus-extraction-explainability. Per-canonical-template-synthesis-spec runs per-portfolio per-canonical-per-voice-template-DSL (per-Jinja2 + per-Handlebars + per-Liquid + per-Mustache + per-Pydantic-schema-driven + per-Zod-schema-driven + per-JSON-schema-driven + per-Protobuf-schema-driven + per-Outlines + per-Guidance + per-LMQL + per-SGLang + per-XML-template + per-Markdown-template) + per-canonical-per-voice-template-slot (per-greeting-slot + per-headline-slot + per-subheadline-slot + per-body-slot + per-CTA-slot + per-signature-slot + per-disclaimer-slot + per-FTC-disclosure-slot + per-AI-disclosure-slot + per-substantiation-slot + per-claim-allowlist-slot + per-evidence-chain-slot + per-product-mention-slot + per-named-entity-slot + per-event-context-slot + per-location-context-slot + per-jurisdiction-context-slot + per-language-context-slot + per-customer-segment-context-slot + per-channel-context-slot) + per-canonical-per-voice-template-channel-adapter (per-email + per-SMS + per-push + per-direct-mail + per-paid-social + per-paid-search + per-paid-display + per-organic-social + per-landing-page + per-blog + per-GBP-post + per-Q-and-A-response + per-review-response + per-press-release + per-CS-agent-assist + per-AI-receptionist + per-investor-update + per-onboarding-sequence + per-internal-portal-communication + per-quarterly-board-deck-narrative + per-FDD-Item-19-FPR-narrative + per-PE-LP-letter) + per-canonical-per-voice-template-cross-channel-consistency-score + per-canonical-per-voice-template-versioning (per-PR-style-versioning + per-semantic-version-major-minor-patch + per-rollback-target + per-deprecation-countdown) + per-canonical-per-voice-template-multi-stakeholder-approval (per-brand-lead + per-legal + per-compliance + per-franchise-owner + per-DMO-director + per-CMO + per-fractional-CMO) + per-canonical-per-voice-template-synthesis-confidence-tier + per-canonical-per-voice-template-synthesis-explainability.

What does per-template multi-LLM-cross-check + per-template compliance-gate work?

Per-portfolio per-template per-canonical-multi-LLM-cross-check-spec runs per-portfolio per-canonical-per-template-multi-LLM-ensemble (per-GPT-4o + per-Claude + per-Gemini-Pro + per-Mistral + per-Cohere + per-Llama + per-Claude-Sonnet + per-multi-LLM-ensemble-agreement-rate + per-Cohen-kappa-cross-LLM + per-Fleiss-kappa-multi-LLM + per-Krippendorff-alpha-multi-LLM-reliability) + per-canonical-per-template-LLM-self-consistency-cross-check + per-canonical-per-template-LLM-chain-of-thought-extraction + per-canonical-per-template-LLM-verbal-fidelity-cross-check + per-canonical-per-template-LLM-attribute-recall-vs-source-corpus + per-canonical-per-template-LLM-attribute-precision-vs-source-corpus + per-canonical-per-template-LLM-template-vs-source-corpus-BLEU-ROUGE-METEOR + per-canonical-per-template-LLM-template-vs-source-corpus-embedding-cosine-similarity + per-canonical-per-template-LLM-stylometric-fingerprint-distance + per-canonical-per-template-LLM-author-attribution-score-Burrows-Delta + per-canonical-per-template-LLM-confidence-tier + per-canonical-per-template-LLM-explainability. Per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-template-FTC-substantiation-doctrine + per-canonical-per-template-FTC-MARS-multi-location-substantiation + per-canonical-per-template-FTC-AI-disclosure + per-canonical-per-template-FTC-endorsement-guides + per-canonical-per-template-FTC-Made-in-USA-rule + per-canonical-per-template-FTC-Green-Guides + per-canonical-per-template-FTC-Health-Products-Compliance-Guide + per-canonical-per-template-FTC-Negative-Option + per-canonical-per-template-CFPB-UDAAP + per-canonical-per-template-FDA-21-CFR-Part-101 + per-canonical-per-template-FDA-21-CFR-Part-202 + per-canonical-per-template-FDA-DSHEA + per-canonical-per-template-FDA-medical-device + per-canonical-per-template-FDA-cosmetic + per-canonical-per-template-FDA-DSCSA + per-canonical-per-template-USDA-Organic + per-canonical-per-template-USDA-Country-of-Origin-Labeling + per-canonical-per-template-NAD-NARB + per-canonical-per-template-state-baby-food + per-canonical-per-template-state-recreational-cannabis + per-canonical-per-template-DEA-controlled-substance + per-canonical-per-template-ATF + per-canonical-per-template-CPSC-CPSIA + per-canonical-per-template-EPA-FIFRA + per-canonical-per-template-Prop-65 + per-canonical-per-template-FDD-Item-12-Item-17-Item-19 + per-canonical-per-template-FINRA-2210 + per-canonical-per-template-SEC-Reg-S-K + per-canonical-per-template-HIPAA + per-canonical-per-template-Lanham-Act + per-canonical-per-template-state-consumer-protection-UDTPA + per-canonical-per-template-state-relationship-laws-FRR + per-canonical-per-template-Robinson-Patman + per-canonical-per-template-WCAG-2.2-AA + per-canonical-per-template-Section-508 + per-canonical-per-template-ADA-Title-III + per-canonical-per-template-EU-AI-Act-Article-50-AI-disclosure + per-canonical-per-template-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-template-NIST-AI-RMF + per-canonical-per-template-ISO-42001 + per-canonical-per-template-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-template-compliance-confidence-tier + per-canonical-per-template-compliance-explainability.

What does per-template cross-skill-handoff + per-brand-spec-authoring-agent-canonical-bundle do?

Per-portfolio per-template per-canonical-per-template-cross-skill-handoff runs per-portfolio per-canonical-per-template-handoff-to-voice-attribute-extraction (parent commercial pillar at /voice-attribute-extraction) + per-canonical-per-template-handoff-to-brand-spec-authoring (parent agent) + per-canonical-per-template-handoff-to-brand-voice-management (sibling commercial at /brand-voice-management) + per-canonical-per-template-handoff-to-brand-voice-guidelines (sibling commercial at /brand-voice-guidelines) + per-canonical-per-template-handoff-to-brand-voice-drift-monitoring (sibling commercial at /brand-voice-drift-monitoring) + per-canonical-per-template-handoff-to-forbidden-phrase-library (sibling commercial at /forbidden-phrase-library) + per-canonical-per-template-handoff-to-claims-substantiation (sibling commercial at /claims-substantiation) + per-canonical-per-template-handoff-to-claims-allowlist-substantiation-build-pillar (sibling build-pillar at /how-to-build-claims-allowlist-substantiation-for-ai-generated-marketing) + per-canonical-per-template-handoff-to-pr-style-brand-spec-versioning-build-pillar (sibling build-pillar at /how-to-build-pr-style-brand-spec-versioning) + per-canonical-per-template-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-template-handoff-to-borderline-routing-build-pillar (sibling build-pillar at /how-to-build-borderline-routing-for-ai-outputs) + per-canonical-per-template-handoff-to-fbc-override-learning-build-pillar (sibling build-pillar at /how-to-build-override-learning-ai-guardrails-for-multi-location-agents) + per-canonical-per-template-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-template-handoff-to-versioned-history-regulatory-defense-build-pillar (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-template-handoff-to-per-vertical-compliance-overlay-build-pillar (sibling build-pillar at /how-to-build-per-vertical-compliance-overlay) + per-canonical-per-template-handoff-to-marketing-compliance-overlay-build-pillar (sibling build-pillar at /how-to-build-marketing-compliance-overlay-for-regulated-industries) + per-canonical-per-template-handoff-to-per-location-ad-copy-hooks (sibling commercial at /per-location-ad-copy-hooks) + per-canonical-per-template-handoff-to-ad-copy-generator (sibling commercial at /ad-copy-generator) + per-canonical-per-template-handoff-to-multi-location-ad-copy-swarm-build-pillar (sibling build-pillar at /how-to-build-multi-location-ad-copy-swarm) + per-canonical-per-template-handoff-to-per-channel-product-description-orchestration-build-pillar (sibling build-pillar at /how-to-architect-channel-aware-product-description-orchestration) + per-canonical-per-template-handoff-to-generative-creative-production-build-pillar (sibling build-pillar at /how-to-build-generative-creative-production-at-multi-location-scale) + per-canonical-per-template-handoff-to-per-location-social-drafting (sibling commercial at /per-location-social-media-drafting) + per-canonical-per-template-handoff-to-multi-location-jsonld-generation (sibling commercial at /multi-location-jsonld-generation) + per-canonical-per-template-handoff-to-multi-location-sms-broadcast-build-pillar (sibling build-pillar at /how-to-build-multi-location-sms-broadcast-engine) + per-canonical-per-template-handoff-to-per-location-sms-template-library-build-pillar (sibling build-pillar at /how-to-build-per-location-sms-template-library-for-multi-banner-franchises) + per-canonical-per-template-handoff-to-direct-mail-triggered-automation-build-pillar (sibling build-pillar at /how-to-build-triggered-multi-location-direct-mail-automation) + per-canonical-per-template-handoff-to-lifecycle-email-sms-build-pillar (sibling build-pillar at /how-to-architect-lifecycle-email-and-sms-across-50-500-locations) + per-canonical-per-template-handoff-to-auto-publish-gating-build-pillar (sibling build-pillar at /how-to-build-auto-publish-gating-for-ai-review-responses) + per-canonical-per-template-handoff-to-per-location-review-response-drafting (sibling commercial at /per-location-review-response-drafting) + per-canonical-per-template-handoff-to-content-approval-workflow (sibling commercial at /content-approval-workflow) + per-canonical-per-template-handoff-to-multi-stakeholder-approval-routing (sibling commercial at /multi-stakeholder-approval-routing). Per-brand-spec-authoring-agent-canonical-bundle integrates the voice-attribute-extraction skill with sibling skills on the same brand-spec-authoring agent: per-canonical-voice-attribute-extraction (this skill) + per-canonical-claims-allowlist-substantiation + per-canonical-brand-voice-management + per-canonical-forbidden-phrase-library + per-canonical-brand-voice-drift-monitoring + per-canonical-brand-voice-guidelines + per-canonical-claims-substantiation. Per-canonical-end-to-end-SLA runs per-canonical-per-corpus-source-of-record-resolve-to-voice-attribute-extraction-to-template-synthesis-to-multi-LLM-cross-check-to-compliance-gate-to-multi-stakeholder-approval-to-PR-style-versioning-SLA canonical-SLA.

What does per-template audit-trail + per-canonical-end-to-end-replay do?

Per-portfolio per-template per-canonical-audit-trail runs per-portfolio per-canonical-per-template-canonical-audit-record (per-template-synthesis-run-ID + per-banner-pointer + per-24-canonical-corpus-source-snapshot + per-tone-of-voice-snapshot (8-axis: formal-casual + serious-playful + reverent-irreverent + warm-cold + confident-humble + aspirational-grounded + witty-earnest + authoritative-collegial) + per-vocabulary-profile-snapshot (15 metrics: Flesch-Kincaid + Flesch-Reading-Ease + Gunning-Fog + SMOG + Coleman-Liau + Dale-Chall + ARI + LIX + RIX + tokens-per-sentence + syllables-per-word + passive-voice-rate + jargon-density + acronym-density + named-entity-density) + per-cadence-snapshot (11 metrics: average-sentence-length + sentence-length-stddev + paragraph-length-distribution + question-rate + exclamation-rate + em-dash-rate + comma-density + list-density + bullet-density + header-density + pull-quote-density) + per-syntactic-fingerprint-snapshot (12 metrics: syntactic-tree-depth + clause-embedding-depth + coordination-vs-subordination-ratio + anaphora-rate + cataphora-rate + passive-rate + imperative-rate + second-person-singular-rate + first-person-plural-rate + noun-phrase-length + verb-tense-distribution + modal-verb-density) + per-emotional-register-snapshot (8 metrics: sentiment-trajectory + emotion-taxonomy + empathy-score + de-escalation-score + confidence-marker-rate + hedging-marker-rate + superlative-rate + comparative-rate) + per-forbidden-phrase-list-snapshot + per-required-phrase-list-snapshot + per-brand-asset-mention-rate-snapshot + per-claim-density-snapshot + per-citation-density-snapshot + per-named-entity-disambiguation-snapshot + per-LLM-self-consistency-snapshot + per-multi-LLM-ensemble-extraction-snapshot + per-extraction-confidence-tier-snapshot + per-template-DSL-snapshot (14 vendors: Jinja2 + Handlebars + Liquid + Mustache + Pydantic + Zod + JSON-schema + Protobuf + Outlines + Guidance + LMQL + SGLang + XML + Markdown) + per-template-slot-snapshot (20 slots) + per-template-channel-adapter-snapshot (22 channels) + per-cross-channel-consistency-score-snapshot + per-versioning-snapshot (PR-style + semantic-version + rollback-target + deprecation-countdown) + per-multi-stakeholder-approval-snapshot (7 roles) + per-template-synthesis-confidence-tier-snapshot + per-multi-LLM-ensemble-snapshot (7 models: GPT-4o + Claude + Gemini-Pro + Mistral + Cohere + Llama + Claude-Sonnet) + per-Cohen-kappa-Fleiss-kappa-Krippendorff-alpha-snapshot + per-LLM-verbal-fidelity-snapshot + per-LLM-attribute-recall-precision-snapshot + per-BLEU-ROUGE-METEOR-snapshot + per-embedding-cosine-similarity-snapshot + per-stylometric-fingerprint-distance-snapshot + per-Burrows-Delta-author-attribution-snapshot + per-FTC-substantiation-doctrine-snapshot + per-FTC-MARS-snapshot + per-FTC-AI-disclosure-snapshot + per-FTC-endorsement-guides-snapshot + per-FTC-Made-in-USA-snapshot + per-FTC-Green-Guides-snapshot + per-FTC-Health-Products-Compliance-Guide-snapshot + per-FTC-Negative-Option-snapshot + per-CFPB-UDAAP-snapshot + per-FDA-21-CFR-Part-101-Part-202-snapshot + per-FDA-DSHEA-snapshot + per-FDA-medical-device-snapshot + per-FDA-cosmetic-snapshot + per-FDA-DSCSA-snapshot + per-USDA-Organic-snapshot + per-USDA-COOL-snapshot + per-NAD-NARB-snapshot + per-state-baby-food-snapshot + per-state-recreational-cannabis-snapshot + per-DEA-snapshot + per-ATF-snapshot + per-CPSC-CPSIA-snapshot + per-EPA-FIFRA-snapshot + per-Prop-65-snapshot + per-FDD-Item-12-Item-17-Item-19-snapshot + per-FINRA-2210-snapshot + per-SEC-Reg-S-K-snapshot + per-HIPAA-snapshot + per-Lanham-Act-snapshot + per-state-UDTPA-snapshot + per-state-FRR-snapshot + per-Robinson-Patman-snapshot + per-WCAG-2.2-AA-snapshot + per-Section-508-snapshot + per-ADA-Title-III-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS + per-canonical-FTC-AI-disclosure + per-canonical-FTC-endorsement-guides + per-canonical-FTC-Made-in-USA + per-canonical-FTC-Green-Guides + per-canonical-FTC-Health-Products-Compliance-Guide + per-canonical-CFPB-UDAAP + per-canonical-FDA-21-CFR-Part-101-Part-202 + per-canonical-FDA-DSHEA + per-canonical-USDA-Organic + per-canonical-NAD-NARB + per-canonical-FDD-Item-12-Item-17-Item-19 + per-canonical-FINRA-2210 + per-canonical-SEC-Reg-S-K + per-canonical-HIPAA + per-canonical-Lanham + per-canonical-state-FRR + per-canonical-Robinson-Patman + per-canonical-WCAG-2.2-AA-Section-508-ADA-Title-III + per-canonical-EU-AI-Act-Article-50 + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + per-canonical-ISO-42001 + per-canonical-SOC-2-Type-II + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-FDD-retention. Per-canonical-end-to-end-replay runs per-portfolio per-canonical-per-template-extraction-rewind + per-canonical-per-template-template-synthesis-rewind + per-canonical-per-template-multi-LLM-cross-check-rewind + per-canonical-per-template-multi-stakeholder-approval-rewind + per-canonical-per-template-replay-confidence-tier + per-canonical-per-template-replay-explainability.

Engage the brand-spec-authoring agent

Per-portfolio per-banner per-canonical-corpus-source-pointer + per-canonical-voice-attribute-extraction-spec + per-canonical-template-synthesis-spec + per-canonical-multi-LLM-cross-check-spec + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-AI-content-generation-vendor + per-stylometric-author-attribution-vendor + per-LLM-template-DSL-vendor + per-LLM-evaluation-benchmark-vendor primitive.

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