Get-found swarm · Schema Audit + Remediation Agent · Schema-auto-remediation skill · Build pillar · Published September 14, 2026

How to build schema auto-remediation across 1,500+ location pages

A 1,500-location operator runs Google Search Console plus Schema.org Markup Validator plus Yandex Webmaster plus Bing Webmaster Tools plus Brave Search plus Rich Result Test against per-location JSON-LD. The audit returns 4,000 errors. The dev team estimates a six-week sprint to fix by hand. The fix should be a queue of PRs, not a six-week sprint. This guide explains how to architect the schema-auto-remediation skill on the Schema Audit + Remediation Agent end-to-end at multi-location jsonld-generator scale: per-portfolio per-banner per-page per-error per-canonical-error-class-pointer + per-canonical-fix-type-spec + per-canonical-risk-classification + per-canonical-per-vertical-fix-engine + per-canonical-per-page-validation-engine + per-canonical-per-location-rollback-spec + per-canonical-cross-agent-audit-remediate-handoff + per-canonical-per-page-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail.

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

What you will build

Per-portfolio per-banner per-page per-error per-canonical-error-class-pointer across 50+ error classes — missing required field + wrong data type + invalid enum value + URL not resolvable + ImageObject missing + AggregateRating range violation + opening-hours format + multi-language mismatch + multi-currency mismatch + nested schema issue + circular reference + deprecated property + malformed JSON syntax + missing context + missing @id + orphan node + invalid ISO 8601 datetime + invalid ISO 4217 currency + invalid ISO 3166 country + invalid ISO 639 language + invalid WGS-84 geocoordinate + missing PostalAddress + missing GeoCoordinates + missing OpeningHoursSpecification + conflicting PriceSpecification + Review author not Person/Organization + AggregateRating without ratingCount/reviewCount + Service without areaServed/Provider + Offer without availability/priceCurrency + Product without Offer/AggregateOffer + FAQPage without mainEntity + Question without acceptedAnswer + BreadcrumbList without itemListElement + HowTo without step + Event without startDate/location + Recipe without recipeIngredient + Article without headline/datePublished + rich-result eligibility loss + Knowledge Graph eligibility loss.
Per-canonical-fix-type-spec — auto-merge low-risk (typo + formatting + trailing whitespace + deprecated-property removal + orphan-node cleanup) + auto-PR medium-risk (missing-field injection + data-type correction + enum-value fix + URL canonicalization + ImageObject injection + PostalAddress injection + GeoCoordinates injection + OpeningHoursSpecification injection) + manual high-risk (PriceSpecification conflict + Service areaServed/Provider mismatch + Product/Offer/AggregateOffer conflict + rich-result eligibility loss + Knowledge Graph eligibility loss + Review author attribution + AggregateRating with no source).
Per-canonical-per-vertical-fix-engine — healthcare HIPAA-aware (do not auto-PR Review schema with patient-identifying language; auto-merge formatting only; flag manual review for any AggregateRating drawn from healthcare reviews requiring 164.508 marketing authorization) + legal state-bar Rule 7.1-7.3 aware (do not auto-PR Service schema with client-attribution language) + financial FINRA 2210/3110 + SEC Rule 206(4)-1 aware + cannabis state board 12-state aware + alcohol DISCUS Code tied-house aware + tobacco FDA prohibition aware + FDA DSHEA no-disease-claim aware + FDA OPDP Rx drug one-click-to-risk + balanced-presentation aware + DEA Schedule II-V aware + state medical/dental/veterinary/cosmetology board aware + state contractor license-number injection required + state real-estate-license aware + state pharmacy board Multi-State Pharmacy Compact NABP aware.
Per-canonical-per-page-validation-engine + per-canonical-per-location-rollback-spec — Google Rich Result Test + Schema.org Markup Validator + Bing Webmaster Tools structured data + Yandex Webmaster structured data + Brave Search structured data + Structured Data Linter + Google Structured Data Markup Helper + Yoast SEO + Rank Math + Schema Pro + Yandex Knowledge Graph + Microsoft Schema.org Validator + axe-DevTools Schema overlay + WAVE accessibility + Pa11y + Lighthouse + page snapshot + PR revert + git tag + canary deployment + blue-green + feature flag 11-tool ensemble (LaunchDarkly + Optimizely + Split + Statsig + GrowthBook + Eppo + Flagsmith + Unleash + ConfigCat + DevCycle + Posthog Feature Flags) + rollback triggers (validation fail + crawl-error spike + Search Console impression drop).
Per-canonical-cross-agent-audit-remediate-handoff — handoff-from continuous-schema-audit skill (audit produces the error queue this skill consumes) + per-vertical-schema-validation-with-maintained-rule-libraries + per-vertical-catalog-schema-validation + 17-schema-class-jsonld-generation-from-master-record + auto-compose-per-location-vertical-schema-packs + rich-result-eligibility-scoring + schema-org-quarterly-changelog-audit + handoff-to per-location-page-generator + collapse-redirect-chains + refresh-thousands-of-pdps + url-hierarchy-authoring.
Per-canonical-per-page-compliance-overlay— Google Rich Result Test eligibility (loss cascades to organic-CTR loss; Google March 2024 HCU + September 2023 core update treat structured-data quality as ranking signal) + Schema.org spec drift across versions 13.x to 25.x current (per-quarter spec-drift detection) + Lanham Act 15 USC 1125 false advertising (schema property values that misrepresent “Best Pizza in Town” + “100% Made in USA” trigger Lanham Act claims; 15 USC 1117 disgorgement) + FTC substantiation Pfizer 1972 + FTC Endorsement Guides 2024 16 CFR Part 255 + FTC fake-review rule 2024 16 CFR Part 465 (civil penalties up to $51,744 per violation) + FTC Made in USA Labeling Rule 2021 + ADA Title III Robles 9th Cir 2019 (when Place.amenityFeature claims wheelchair-accessible and physical location is not, Lanham Act + ADA Title III + state UDTPA + California Unruh Act $4k per violation exposure) + DOJ ADA Title III 2024 rulemaking + WCAG 2.2 AA + ARIA + EAA EN 301 549 + Section 508 + California Unruh Act + 13-state accessibility + EU AI Act Article 50 (when AI-generated schema; Article 50 transparency applies) + Article 13/14/15 high-risk + Digital Services Act Article 30 trader identity + Article 26 + Digital Markets Act + cannabis state board 12-state + alcohol DISCUS tied-house + tobacco FDA prohibition + FDA DSHEA/OPDP + FINRA 2210/Rule 3110 + SEC Rule 206(4)-1 + state bar Rule 7.1-7.3 + state medical/dental/veterinary/cosmetology board + state contractor license display + state pharmacy board Multi-State Pharmacy Compact NABP + HIPAA marketing authorization 164.508 (when Review from healthcare patient) + ECOA Reg B (when Offer credit-adjacent) + Fair Housing + CCPA/CPRA + CCPA right-to-opt-out-of-automated-decisionmaking + GDPR Article 22 + Connecticut CTDPA + Texas DPSA + Virginia CDPA + Colorado CPA + Utah CPA + Tennessee ELVIS Act (when AI-voice attribution) + Massachusetts AG Copley Advertising 2017 + Illinois BIPA + Texas CUBI + Washington MHMDA + NIST AI RMF + ISO 42001/27001 + SOC 2 Type II + OPA/Cedar/Casbin/Cerbos/Oso.
Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-32-sibling-skills + per-per-page-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-Lanham-Act-defense-retention + per-3-year-ADA-Title-III-defense-retention + per-3-year-Google-Rich-Result-Test-eligibility-retention.

Why per-vendor-Schema-App-account-flat-template breaks at multi-location jsonld-generator scale

Per-vendor-Schema-App-canonical-account-flat-template ships per-account per-flat-template-with-vocabulary primitive. At 1-account-1-flat-template scale per-account per-flat-template primitive is enough. At multi-location jsonld-generator scale per-canonical-error-class-pointer + per-canonical-fix-type-spec + per-canonical-risk-classification + per-canonical-per-vertical-fix-engine + per-canonical-per-page-validation-engine + per-canonical-per-location-rollback-spec + per-canonical-cross-agent-audit-remediate-handoff + per-canonical-per-page-compliance-overlay + per-canonical-audit-trail. Per-vendor-Yext + Merkle + SchemaPro + RankRanger + Yoast + Rank-Math + All-in-One-SEO + Schema-Pro + Slim-SEO + RankMath-Schema-Markup + Squirrly-SEO + Smart-Schema-Pro + Markup-JSON-LD-Schema-canonical-account-flat-template ship per-vendor per-native account-flat-template primitives.

The Google-Rich-Result-Test-eligibility anchor is the first operationally distinctive constraint. Google enforces structured-data eligibility per the Rich Result Test. Loss of rich-result eligibility cascades to organic-CTR loss. Google March 2024 helpful content update + September 2023 core update treat structured-data quality as a ranking signal.

The Schema.org-spec-drift anchor is the second distinctive constraint. Schema.org spec moves across versions 13.x to 25.x current. Deprecated properties + new required properties + new context base. Per-quarter spec-drift detection via the per-canonical-Schema-org-quarterly-changelog-audit skill.

The Lanham-Act-false-advertising anchor is the third distinctive constraint. 15 USC 1125. Schema property values that misrepresent business attributes such as “Best Pizza in Town” in Service.name or “100% Made in USA” in Product.countryOfOrigin trigger Lanham Act false-advertising claims. 15 USC 1117 monetary damages including disgorgement.

The FTC-substantiation-Pfizer-1972 + FTC-Endorsement-Guides-2024 + FTC-fake-review-rule-2024 anchor is the fourth distinctive constraint. When schema claims like “best”/“fastest”/“cheapest” lack evidence, Pfizer-decision-1972 substantiation doctrine applies. When AggregateRating + Review schema represents endorsements, #ad disclosure cannot be hidden in schema. When AggregateRating drawn from undisclosed-insider reviews, civil penalties up to $51,744 per violation.

The ADA-Title-III-Robles-9th-Cir-2019 anchor is the fifth distinctive constraint. Schema must not misrepresent accessibility features. If Place.amenityFeature claims wheelchair-accessible and physical location is not, Lanham Act + ADA Title III + state UDTPA + California Unruh Act $4k per violation exposure applies.

The EU-AI-Act-Article-50 anchor is the sixth distinctive constraint. When AI-generated schema (the auto-PR engine uses LLM ensemble to draft JSON-LD), must consider AI-disclosure obligations. Article 50 transparency requirements apply to AI-generated content.

The operator-side architecture above per-vendor-flat-template primitive is canonical-error-class-pointer + fix-type-spec + risk-classification + per-vertical-fix-engine + per-page-validation-engine + per-location-rollback-spec + cross-agent-audit-remediate-handoff + per-page-compliance-overlay + cross-skill-handoff + audit-trail + portfolio-audit-trail.

What is in market today

Per-platform per-schema-generation-vendor

Schema App, Yext, Merkle, SchemaPro, RankRanger, Yoast, Rank Math, All in One SEO, Schema Pro, Slim SEO, RankMath Schema Markup, Squirrly SEO, Smart Schema Pro, Markup JSON-LD Schema. Per-account per-flat-template-with-vocabulary primitive — no per-error remediation, no risk classification, no rollback, no per-vertical fix. Per-canonical-error-class-pointer-canonical-fix-type-spec-canonical-risk-classification-canonical-per-vertical-fix-engine-canonical-per-page-validation-engine-canonical-per-location-rollback-spec-canonical-cross-agent-audit-remediate-handoff-canonical-per-page-compliance-overlay-canonical-audit-trail is not the primitive.

Per-platform per-schema-validation-vendor

Google Rich Result Test, Schema.org Markup Validator, Bing Webmaster Tools, Yandex Webmaster, Brave Search Structured Data, Structured Data Linter, Google Structured Data Markup Helper, Yandex Knowledge Graph, Microsoft Schema.org Validator, JSON-LD Playground, Schema Markup Generator (TechnicalSEO). Per-account per-flat-validator primitive (typically blind to per-error 50+ class multi-label classifier + LLM classifier ensemble + risk-classification + per-vertical fix-engine semantics). Per-canonical-per-error-50+-class-multi-label-classifier-canonical-per-error-LLM-classifier-ensemble-canonical-per-error-Google-Rich-Result-Test-message-parsing-canonical-per-error-Schema-org-Validator-error-parsing-canonical-per-error-historical-cluster is not the primitive.

Per-platform per-feature-flag-vendor

LaunchDarkly, Optimizely, Split, Statsig, GrowthBook, Eppo, Flagsmith, Unleash, ConfigCat, DevCycle, Posthog Feature Flags, Harness Feature Flags, Vercel Edge Config, Cloudflare Workers KV. Per-account per-flat-flag primitive (typically blind to per-page rollback trigger on validation fail + crawl-error spike + Search Console impression drop semantics). Per-canonical-per-page-snapshot-PR-revert-git-tag-canary-blue-green-feature-flag-LaunchDarkly-Optimizely-Split-Statsig-GrowthBook-Eppo-Flagsmith-Unleash-ConfigCat-DevCycle-Posthog-canonical-per-page-rollback-trigger-validation-fail-crawl-error-spike-Search-Console-impression-drop is not the primitive.

Per-platform per-structured-data-compliance-vendor

Hyperproof, Drata, Vanta, Thoropass, OneTrust, TrustArc, Ketch, Securiti, BigID, AccessiBe, UserWay, AudioEye, Level Access, Siteimprove, Lighthouse. Per-account per-flat-policy-rule primitive (typically blind to per-page Google Rich Result Test eligibility + Schema.org spec drift + Lanham Act misrepresentation + FTC substantiation + FTC Endorsement Guides 2024 + FTC fake-review rule 2024 + ADA Title III Robles + EU AI Act Article 50 semantics). Per-canonical-per-page-Google-Rich-Result-Test-eligibility-canonical-per-page-Schema-org-spec-drift-canonical-per-page-Lanham-Act-canonical-per-page-FTC-substantiation-canonical-per-page-FTC-Endorsement-Guides-2024-canonical-per-page-FTC-fake-review-rule-2024-canonical-per-page-ADA-Title-III-Robles-canonical-per-page-EU-AI-Act-Article-50 is not the primitive.

How the architecture is built

Per-portfolio per-banner per-page per-error per-canonical-error-class-pointer-substrate. Per-50+-canonical-error-class + per-LLM-classifier-10-model-ensemble + per-Google-Rich-Result-Test-message-parsing + per-Schema-org-Validator-error-parsing + per-historical-cluster + per-error-confidence-tier canonical-error.
Per-portfolio per-canonical-fix-type-spec. Per-auto-merge-low-risk + per-auto-PR-medium-risk + per-manual-high-risk + per-per-error-class-risk-mapping + per-per-vertical-risk-override + per-per-location-risk-override + per-Bayesian-risk-update + per-fix-type-confidence-tier canonical-fix-type.
Per-portfolio per-canonical-per-vertical-fix-engine-spec. Per-healthcare-HIPAA-aware + per-legal-state-bar-aware + per-financial-FINRA-aware + per-cannabis-state-board-aware + per-alcohol-DISCUS-aware + per-tobacco-FDA-aware + per-FDA-DSHEA-CPG-aware + per-FDA-OPDP-Rx-drug-aware + per-DEA-Schedule-aware + per-state-medical-dental-veterinary-cosmetology-board-aware + per-state-contractor-license-aware + per-state-real-estate-license-aware + per-state-pharmacy-board-Multi-State-Pharmacy-Compact-NABP-aware + per-vertical-fix-confidence-tier canonical-vertical.
Per-portfolio per-canonical-per-page-validation-engine-spec. Per-Google-Rich-Result-Test + per-Schema-org-Markup-Validator + per-Bing-Yandex-Brave-Structured-Data-Linter-Yoast-Rank-Math-Schema-Pro-Yandex-Knowledge-Graph-Microsoft-Schema-org-Validator + per-axe-DevTools-WAVE-Pa11y-Lighthouse-overlay + per-pre-merge-post-merge-validation + per-validation-confidence-tier canonical-validation.
Per-portfolio per-canonical-per-location-rollback-spec. Per-page-snapshot + per-PR-revert + per-git-tag + per-canary-deployment + per-blue-green + per-feature-flag-LaunchDarkly-Optimizely-Split-Statsig-GrowthBook-Eppo-Flagsmith-Unleash-ConfigCat-DevCycle-Posthog + per-rollback-trigger-validation-fail-crawl-error-spike-Search-Console-impression-drop + per-rollback-confidence-tier canonical-rollback.
Per-portfolio per-canonical-cross-agent-audit-remediate-handoff-spec. Per-handoff-from-continuous-schema-audit + per-handoff-from-per-vertical-schema-validation + per-handoff-from-per-vertical-catalog-schema-validation + per-handoff-from-17-schema-class-jsonld-generation-from-master-record + per-handoff-from-auto-compose-per-location-vertical-schema-packs + per-handoff-from-rich-result-eligibility-scoring + per-handoff-from-schema-org-quarterly-changelog-audit + per-handoff-to-per-location-page-generator + per-handoff-to-collapse-redirect-chains + per-handoff-to-refresh-thousands-of-pdps + per-handoff-to-url-hierarchy-authoring canonical-handoff.
Per-portfolio per-canonical-per-page-compliance-overlay. Per-Google-Rich-Result-Test-eligibility + per-Schema-org-spec-drift + per-Lanham-Act + per-FTC-substantiation + per-FTC-Endorsement-Guides-2024 + per-FTC-fake-review-rule-2024 + per-FTC-Made-in-USA-Labeling-Rule-2021 + per-ADA-Title-III-Robles + per-DOJ-ADA-Title-III-2024 + per-WCAG-2.2-AA + per-ARIA + per-EAA-EN-301-549 + per-Section-508 + per-California-Unruh-Act + per-13-state-accessibility + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-14-15 + per-Digital-Services-Act-Article-30-26 + per-Digital-Markets-Act + per-cannabis-state-board-12-state + per-alcohol-DISCUS-tied-house + per-tobacco-FDA-prohibition + per-FDA-DSHEA-OPDP + per-FINRA-2210-Rule-3110 + per-SEC-Rule-206-4-1 + per-state-bar-advertising + per-state-medical-dental-veterinary-cosmetology-board + per-state-contractor-license-display + per-state-pharmacy-board + per-HIPAA-marketing-authorization-164.508 + per-ECOA-Reg-B + per-Fair-Housing-Act + per-CCPA-CPRA + per-CCPA-right-to-opt-out + per-GDPR-Article-22 + per-Connecticut-CTDPA + per-Texas-DPSA + per-Virginia-CDPA + per-Colorado-CPA + per-Utah-CPA + per-Tennessee-ELVIS-Act + per-Massachusetts-AG-Copley-Advertising-2017 + per-Illinois-BIPA + per-Texas-CUBI + per-Washington-MHMDA + per-NIST-AI-RMF + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-OPA-Cedar-Casbin-Cerbos-Oso canonical-compliance.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-32-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-page-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-Lanham-Act-defense-retention + per-3-year-ADA-Title-III-defense-retention + per-3-year-Google-Rich-Result-Test-eligibility-retention canonical-audit.

Frequently asked questions

What is schema auto-remediation across 1,500+ location pages — and what is the 4,000-errors-six-week-sprint problem?

A 1,500-location operator runs Google Search Console + Schema.org Markup Validator + Yandex Webmaster + Bing Webmaster Tools + Brave Search + Rich Result Test against their per-location JSON-LD. The audit returns 4,000 errors across LocalBusiness + Service + Place + Product + Offer + Review + AggregateRating + FAQPage + BreadcrumbList + Article + HowTo + Event + Recipe schemas. The dev team estimates a six-week sprint to fix them by hand. Per-portfolio per-banner per-page per-error per-canonical-error-class-pointer (per-50+-error-class) + per-canonical-fix-type-spec (auto-merge low-risk + auto-PR medium-risk + manual high-risk) + per-canonical-risk-classification + per-canonical-per-vertical-fix-engine + per-canonical-per-page-validation-engine + per-canonical-per-location-rollback-spec + per-canonical-cross-agent-audit-remediate-handoff + per-canonical-per-page-compliance-overlay + per-canonical-audit-trail. The fix should be a queue of PRs, not a six-week sprint.

Why does per-vendor-Schema-App-canonical-account-flat-template break at multi-location jsonld-generator scale?

Per-vendor-Schema-App-canonical-account-flat-template ships per-account per-flat-template-with-vocabulary primitive — typically the operator selects a flat schema template, fills in fields, and Schema App generates JSON-LD. Per-vendor-Yext + Merkle + SchemaPro + RankRanger + Yoast + Rank-Math + All-in-One-SEO + Schema-Pro + WP-SEO-Structured-Data-Schema + JSON-LD-Schema + Slim-SEO + RankMath-Schema-Markup + Squirrly-SEO + Smart-Schema-Pro + Markup-JSON-LD-Schema-canonical-account-flat-template ship per-vendor per-native account-flat-template primitives. None resolves per-error classification at 50+ classes. None fixes errors per risk tier. None validates after fix. None rolls back per-location. No per-canonical-error-class taxonomy across the 50+ error classes (per-missing-required-field + per-wrong-data-type + per-invalid-enum-value + per-URL-not-resolvable + per-ImageObject-missing + per-AggregateRating-range-violation + per-opening-hours-format + per-multi-language-mismatch + per-multi-currency-mismatch + per-nested-schema-issue + per-circular-reference + per-deprecated-property + per-undefined-property + per-malformed-JSON-syntax + per-missing-context + per-missing-id + per-orphan-node + per-invalid-iso-8601-datetime + per-invalid-iso-4217-currency + per-invalid-iso-3166-country + per-invalid-iso-639-language + per-invalid-WGS-84-geocoordinate + per-missing-PostalAddress + per-missing-GeoCoordinates + per-missing-OpeningHoursSpecification + per-conflicting-PriceSpecification + per-Review-author-not-Person-or-Organization + per-AggregateRating-without-ratingCount + per-AggregateRating-without-reviewCount + per-Service-without-areaServed + per-Service-without-Provider + per-Offer-without-availability + per-Offer-without-priceCurrency + per-Product-without-Offer-or-AggregateOffer + per-FAQPage-without-mainEntity + per-Question-without-acceptedAnswer + per-BreadcrumbList-without-itemListElement + per-HowTo-without-step + per-Event-without-startDate + per-Event-without-location + per-Recipe-without-recipeIngredient + per-Article-without-headline + per-Article-without-datePublished + per-rich-result-eligibility-loss + per-Knowledge-Graph-eligibility-loss), no per-canonical-fix-type-spec resolving per-auto-merge-low-risk + per-auto-PR-medium-risk + per-manual-high-risk + per-per-error-class-risk-mapping + per-per-vertical-risk-override + per-per-location-risk-override + per-historical-error-cluster + per-Bayesian-risk-update, no per-canonical-per-vertical-fix-engine resolving per-healthcare-vertical-fix + per-legal-vertical-fix + per-financial-vertical-fix + per-cannabis-vertical-fix + per-alcohol-vertical-fix + per-tobacco-vertical-fix + per-FDA-DSHEA-CPG-vertical-fix + per-FDA-OPDP-Rx-drug-vertical-fix + per-DEA-Schedule-II-V-vertical-fix + per-FINRA-2210-vertical-fix + per-SEC-Rule-206-4-1-vertical-fix + per-state-bar-vertical-fix + per-state-medical-board-vertical-fix + per-state-dental-board-vertical-fix + per-state-veterinary-board-vertical-fix + per-state-cosmetology-board-vertical-fix + per-state-contractor-license-vertical-fix + per-state-real-estate-license-vertical-fix + per-state-pharmacy-board-vertical-fix, no per-canonical-per-page-validation-engine resolving per-Google-Rich-Result-Test + per-Schema-org-Validator + per-Bing-Webmaster-Tools + per-Yandex-Webmaster + per-Brave-Search-structured-data + per-Schema-Markup-Validator + per-Structured-Data-Linter + per-Google-Structured-Data-Markup-Helper + per-axe-DevTools + per-WAVE-accessibility-Schema-overlay, no per-canonical-per-location-rollback-spec resolving per-page-snapshot + per-PR-revert + per-git-tag + per-canary-deployment + per-blue-green + per-feature-flag + per-LaunchDarkly + per-Optimizely + per-Split + per-Statsig + per-GrowthBook + per-Eppo + per-Flagsmith + per-Unleash + per-ConfigCat + per-DevCycle + per-Posthog-Feature-Flags, no per-canonical-cross-agent-audit-remediate-handoff resolving per-handoff-from-continuous-schema-audit + per-handoff-from-per-vertical-schema-validation + per-handoff-from-jsonld-generation-from-master-record + per-handoff-from-rich-result-eligibility-scoring, no per-canonical-per-page-compliance-overlay (the operationally distinctive anchor: Google Search Console + Rich Result Test enforcement + Schema.org spec drift across versions + Bing Webmaster Tools + Yandex Webmaster + Brave Search structured data + Lanham Act when misrepresentation + FTC substantiation Pfizer 1972 when claims in schema + ADA Title III digital accessibility + WCAG 2.2 AA + EU AI Act Article 50 when AI-generated schema), no per-page audit trail with regulatory-defense retention. At 1-account-1-flat-template scale per-account per-flat-template primitive is enough. At multi-location jsonld-generator scale per-canonical-error-class-pointer + per-canonical-fix-type-spec + per-canonical-risk-classification + per-canonical-per-vertical-fix-engine + per-canonical-per-page-validation-engine + per-canonical-per-location-rollback-spec + per-canonical-cross-agent-audit-remediate-handoff + per-canonical-per-page-compliance-overlay + per-canonical-audit-trail.

How does per-error class classifier + per-fix-type risk classification + per-vertical fix engine + per-page validation work?

Per-portfolio per-banner per-page per-error per-canonical-error-class-pointer-spec runs per-portfolio per-canonical-per-error-50+-class-multi-label-classifier + per-canonical-per-error-LLM-classifier-ensemble (per-GPT-4o + per-Claude-Opus + per-Claude-Sonnet + per-Claude-Haiku + per-Gemini-Pro-2 + per-Mistral-Large-2 + per-Cohere-Command-R+ + per-Llama-3-70B + per-RoBERTa-fine-tuned + per-DeBERTa-fine-tuned) + per-canonical-per-error-Google-Rich-Result-Test-message-parsing + per-canonical-per-error-Schema-org-Validator-error-parsing + per-canonical-per-error-historical-cluster + per-canonical-per-error-confidence-tier + per-canonical-per-error-explainability. Per-canonical-fix-type-spec runs per-portfolio per-canonical-per-error-auto-merge-low-risk (per-typo-fix + per-formatting-fix + per-trailing-whitespace + per-deprecated-property-removal + per-orphan-node-cleanup) + per-canonical-per-error-auto-PR-medium-risk (per-missing-field-injection + per-data-type-correction + per-enum-value-fix + per-URL-canonicalization + per-ImageObject-injection + per-PostalAddress-injection + per-GeoCoordinates-injection + per-OpeningHoursSpecification-injection) + per-canonical-per-error-manual-high-risk (per-PriceSpecification-conflict + per-Service-areaServed-Provider-mismatch + per-Product-Offer-AggregateOffer-conflict + per-rich-result-eligibility-loss + per-Knowledge-Graph-eligibility-loss + per-Review-author-attribution + per-AggregateRating-with-no-source) + per-canonical-per-error-per-error-class-risk-mapping + per-canonical-per-error-per-vertical-risk-override + per-canonical-per-error-per-location-risk-override + per-canonical-per-error-historical-error-cluster + per-canonical-per-error-Bayesian-risk-update + per-canonical-per-error-fix-type-confidence-tier. Per-canonical-per-vertical-fix-engine-spec runs per-portfolio per-canonical-per-vertical-healthcare-fix (HIPAA-aware: do not auto-PR Review schema with patient-identifying language; auto-merge formatting only; flag manual review for any AggregateRating drawn from healthcare reviews requiring 164.508 marketing authorization) + per-canonical-per-vertical-legal-fix (state-bar Rule 7.1-7.3 aware; do not auto-PR Service schema with client-attribution language; auto-merge formatting only) + per-canonical-per-vertical-financial-fix (FINRA 2210/3110 + SEC Rule 206(4)-1 aware; do not auto-PR Review schema; manual review for Service-Provider + Offer schema) + per-canonical-per-vertical-cannabis-fix (per-cannabis-state-board-12-state aware; do not auto-PR Product-Offer-PriceSpecification schema where cannabis-product-listing prohibited on Google Maps) + per-canonical-per-vertical-alcohol-fix (DISCUS Code tied-house aware) + per-canonical-per-vertical-tobacco-fix (FDA prohibition aware) + per-canonical-per-vertical-FDA-DSHEA-CPG-fix (no-disease-claim aware) + per-canonical-per-vertical-FDA-OPDP-Rx-drug-fix (one-click-to-risk + balanced-presentation aware) + per-canonical-per-vertical-DEA-Schedule-II-V-fix + per-canonical-per-vertical-state-medical-dental-veterinary-cosmetology-board-fix + per-canonical-per-vertical-state-contractor-license-fix (license-number injection required) + per-canonical-per-vertical-state-real-estate-license-fix + per-canonical-per-vertical-state-pharmacy-board-Multi-State-Pharmacy-Compact-NABP-fix + per-canonical-per-vertical-fix-confidence-tier + per-canonical-per-vertical-fix-explainability. Per-canonical-per-page-validation-engine-spec runs per-portfolio per-canonical-per-page-Google-Rich-Result-Test + per-canonical-per-page-Schema-org-Markup-Validator + per-canonical-per-page-Bing-Webmaster-Tools-structured-data + per-canonical-per-page-Yandex-Webmaster-structured-data + per-canonical-per-page-Brave-Search-structured-data + per-canonical-per-page-Structured-Data-Linter + per-canonical-per-page-Google-Structured-Data-Markup-Helper + per-canonical-per-page-Yoast-SEO-Schema-Validator + per-canonical-per-page-Rank-Math-Validator + per-canonical-per-page-Schema-Pro-Validator + per-canonical-per-page-Yandex-Knowledge-Graph + per-canonical-per-page-Microsoft-Schema-org-Validator + per-canonical-per-page-axe-DevTools-Schema-overlay + per-canonical-per-page-WAVE-accessibility-Schema-overlay + per-canonical-per-page-Pa11y-accessibility-Schema-overlay + per-canonical-per-page-Lighthouse-Schema-SEO-overlay + per-canonical-per-page-pre-merge-validation + per-canonical-per-page-post-merge-validation + per-canonical-per-page-validation-confidence-tier + per-canonical-per-page-validation-explainability.

What does per-location rollback + cross-agent audit-remediate handoff + per-page compliance overlay do — and what are the Google-Rich-Result-Test + Schema.org-spec-drift + FTC-substantiation + Lanham-Act + ADA-Title-III + EU-AI-Act-Article-50 anchors?

Per-portfolio per-banner per-page per-canonical-per-location-rollback-spec runs per-portfolio per-canonical-per-page-snapshot + per-canonical-per-page-PR-revert + per-canonical-per-page-git-tag + per-canonical-per-page-canary-deployment + per-canonical-per-page-blue-green + per-canonical-per-page-feature-flag-LaunchDarkly-Optimizely-Split-Statsig-GrowthBook-Eppo-Flagsmith-Unleash-ConfigCat-DevCycle-Posthog-Feature-Flags-ensemble + per-canonical-per-page-rollback-trigger-on-validation-fail + per-canonical-per-page-rollback-trigger-on-crawl-error-spike + per-canonical-per-page-rollback-trigger-on-Search-Console-impression-drop + per-canonical-per-page-rollback-confidence-tier. Per-canonical-cross-agent-audit-remediate-handoff-spec runs per-portfolio per-canonical-handoff-from-continuous-schema-audit-skill (audit produces the error queue this skill consumes) + per-canonical-handoff-from-per-vertical-schema-validation-with-maintained-rule-libraries-build-pillar + per-canonical-handoff-from-per-vertical-catalog-schema-validation-build-pillar + per-canonical-handoff-from-17-schema-class-jsonld-generation-from-master-record-build-pillar + per-canonical-handoff-from-auto-compose-per-location-vertical-schema-packs-build-pillar + per-canonical-handoff-from-rich-result-eligibility-scoring-build-pillar + per-canonical-handoff-from-continuous-schema-audit-build-pillar + per-canonical-handoff-from-schema-org-quarterly-changelog-audit + per-canonical-handoff-to-per-location-page-generator + per-canonical-handoff-to-collapse-redirect-chains + per-canonical-handoff-to-refresh-thousands-of-pdps + per-canonical-handoff-to-url-hierarchy-authoring. Per-canonical-per-page-compliance-overlay-spec runs per-portfolio per-canonical-per-page-Google-Rich-Result-Test-eligibility (the first operationally distinctive anchor — Google enforces structured-data eligibility per the Rich Result Test; loss of rich-result eligibility cascades to organic-CTR loss; Google March 2024 helpful content update + September 2023 core update treat structured-data quality as ranking signal) + per-canonical-per-page-Schema-org-spec-drift (the second distinctive anchor — Schema.org spec moves across versions 13.x to 25.x current; deprecated properties + new required properties + new context base; per-quarter spec-drift detection via per-canonical-Schema-org-quarterly-changelog-audit skill) + per-canonical-per-page-Lanham-Act-15-USC-1125-false-advertising (the third distinctive anchor — schema property values that misrepresent business attributes such as “Best Pizza in Town” in Service.name or “100% Made in USA” in Product.countryOfOrigin trigger Lanham Act false-advertising claims; 15 USC 1117 monetary damages including disgorgement) + per-canonical-per-page-FTC-substantiation-Pfizer-1972 (when schema claims like “best”/“fastest”/“cheapest”/“guaranteed” lack evidence; Pfizer-decision-1972 substantiation doctrine) + per-canonical-per-page-FTC-Endorsement-Guides-2024-16-CFR-Part-255 (when AggregateRating + Review schema represents endorsements; #ad disclosure cannot be hidden in schema) + per-canonical-per-page-FTC-fake-review-rule-2024-16-CFR-Part-465 (when AggregateRating drawn from undisclosed-insider reviews; civil penalties up to $51,744 per violation) + per-canonical-per-page-FTC-Made-in-USA-Labeling-Rule-2021 + per-canonical-per-page-ADA-Title-III-Robles-9th-Cir-2019 (the fourth distinctive anchor — schema must not misrepresent accessibility features; if Place.amenityFeature claims wheelchair-accessible and physical location is not, Lanham Act + ADA Title III + state UDTPA + California Unruh Act $4k per violation exposure) + per-canonical-per-page-DOJ-ADA-Title-III-2024-rulemaking + per-canonical-per-page-WCAG-2.2-AA + per-canonical-per-page-ARIA + per-canonical-per-page-EAA-EN-301-549 + per-canonical-per-page-Section-508 + per-canonical-per-page-California-Unruh-Act + per-canonical-per-page-13-state-accessibility-law + per-canonical-per-page-EU-AI-Act-Article-50-AI-disclosure (the fifth distinctive anchor — when AI-generated schema; if LLM ensemble drafts JSON-LD, must consider AI-disclosure obligations; Article 50 transparency requirements apply to AI-generated content) + per-canonical-per-page-EU-AI-Act-Article-13-14-15-high-risk + per-canonical-per-page-Digital-Services-Act-Article-30-trader-identity + per-canonical-per-page-Digital-Services-Act-Article-26 + per-canonical-per-page-Digital-Markets-Act + per-canonical-per-page-cannabis-state-board-12-state-no-medical-claim (when cannabis-vertical) + per-canonical-per-page-alcohol-DISCUS-tied-house + per-canonical-per-page-tobacco-FDA-prohibition + per-canonical-per-page-FDA-DSHEA-no-disease-claim + per-canonical-per-page-FDA-OPDP-balanced-presentation + per-canonical-per-page-FINRA-2210-Rule-3110 + per-canonical-per-page-SEC-Rule-206-4-1 + per-canonical-per-page-state-bar-advertising-Rule-7.1-7.3 + per-canonical-per-page-state-medical-dental-veterinary-cosmetology-board + per-canonical-per-page-state-contractor-license-display-requirement + per-canonical-per-page-state-pharmacy-board-Multi-State-Pharmacy-Compact-NABP + per-canonical-per-page-HIPAA-marketing-authorization-164.508-when-Review-from-healthcare-patient + per-canonical-per-page-ECOA-Reg-B-when-Offer-credit-adjacent + per-canonical-per-page-Fair-Housing-Act + per-canonical-per-page-CCPA-CPRA + per-canonical-per-page-CCPA-right-to-opt-out-of-automated-decisionmaking + per-canonical-per-page-GDPR-Article-22 + per-canonical-per-page-Connecticut-CTDPA + per-canonical-per-page-Texas-DPSA + per-canonical-per-page-Virginia-CDPA + per-canonical-per-page-Colorado-CPA + per-canonical-per-page-Utah-CPA + per-canonical-per-page-Tennessee-ELVIS-Act-when-AI-voice-attribution + per-canonical-per-page-Massachusetts-AG-Copley-Advertising-2017 + per-canonical-per-page-Illinois-BIPA + per-canonical-per-page-Texas-CUBI + per-canonical-per-page-Washington-MHMDA + per-canonical-per-page-NIST-AI-RMF + per-canonical-per-page-ISO-42001 + per-canonical-per-page-ISO-27001 + per-canonical-per-page-SOC-2-Type-II + per-canonical-per-page-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-page-compliance-confidence-tier.

What does per-page cross-skill-handoff + per-schema-audit-remediation-agent-canonical-bundle + per-page audit-trail do?

Per-portfolio per-page per-canonical-per-page-cross-skill-handoff runs per-portfolio per-canonical-per-page-handoff-to-jsonld-generator (parent commercial pillar) + per-canonical-per-page-handoff-to-schema-audit-remediation (parent agent) + per-canonical-per-page-handoff-to-continuous-schema-audit-build-pillar (sibling shipped earlier; audit-then-remediate pattern) + per-canonical-per-page-handoff-to-per-vertical-schema-validation-with-maintained-rule-libraries-build-pillar + per-canonical-per-page-handoff-to-per-vertical-catalog-schema-validation-build-pillar + per-canonical-per-page-handoff-to-17-schema-class-jsonld-generation-from-master-record-build-pillar + per-canonical-per-page-handoff-to-auto-compose-per-location-vertical-schema-packs-build-pillar + per-canonical-per-page-handoff-to-rich-result-eligibility-scoring-build-pillar + per-canonical-per-page-handoff-to-schema-org-quarterly-changelog-audit-skill + per-canonical-per-page-handoff-to-per-location-landing-pages-build-pillar + per-canonical-per-page-handoff-to-per-area-service-pages-build-pillar (sibling shipped #350) + per-canonical-per-page-handoff-to-architect-pre-publish-content-distinctness-gate-build-pillar + per-canonical-per-page-handoff-to-orphan-page-detection-build-pillar + per-canonical-per-page-handoff-to-internal-link-equity-distribution-analysis-build-pillar + per-canonical-per-page-handoff-to-per-location-internal-link-recommendation-engine-build-pillar + per-canonical-per-page-handoff-to-cross-location-cannibalization-detection-build-pillar + per-canonical-per-page-handoff-to-per-location-page-content-cannibalization-build-pillar + per-canonical-per-page-handoff-to-collapse-redirect-chains-build-pillar + per-canonical-per-page-handoff-to-refresh-thousands-of-pdps-build-pillar + per-canonical-per-page-handoff-to-url-hierarchy-authoring-build-pillar + per-canonical-per-page-handoff-to-per-location-rank-tracking-build-pillar + per-canonical-per-page-handoff-to-per-location-serp-feature-presence-monitoring-build-pillar + per-canonical-per-page-handoff-to-serp-snippet-drift-detection-build-pillar + per-canonical-per-page-handoff-to-continuous-serp-scraping-build-pillar + per-canonical-per-page-handoff-to-track-ai-overview-presence-end-to-end-build-pillar + per-canonical-per-page-handoff-to-master-record-build-pillar + per-canonical-per-page-handoff-to-multi-source-canonical-ingestion-build-pillar + per-canonical-per-page-handoff-to-continuous-nap-monitoring-build-pillar + per-canonical-per-page-handoff-to-multi-location-citation-cleanup-build-pillar + per-canonical-per-page-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar + per-canonical-per-page-handoff-to-per-vertical-compliance-overlay-build-pillar + per-canonical-per-page-handoff-to-marketing-compliance-overlay-regulated-industries-build-pillar + per-canonical-per-page-handoff-to-versioned-history-regulatory-defense-build-pillar + per-canonical-per-page-handoff-to-anomaly-detection-skill (rollback trigger on Search Console impression drop) + per-canonical-per-page-handoff-to-false-positive-suppression-build-pillar. Per-schema-audit-remediation-agent-canonical-bundle integrates the schema-auto-remediation skill with sibling skills on the same schema-audit-remediation agent: per-canonical-schema-auto-remediation (this skill) + per-canonical-continuous-schema-audit + per-canonical-per-vertical-schema-validation-with-maintained-rule-libraries + per-canonical-per-vertical-catalog-schema-validation + per-canonical-17-schema-class-jsonld-generation-from-master-record + per-canonical-auto-compose-per-location-vertical-schema-packs + per-canonical-rich-result-eligibility-scoring + per-canonical-schema-org-quarterly-changelog-audit. Schema-audit-remediation is now a multi-build-pillar agent. Per-canonical-end-to-end-SLA runs per-canonical-per-page-error-class-pointer-resolve-to-fix-type-spec-to-risk-classification-to-per-vertical-fix-engine-to-per-page-validation-engine-to-per-location-rollback-spec-to-cross-agent-audit-remediate-handoff-to-per-page-compliance-overlay-to-Google-Rich-Result-Test-Schema.org-spec-drift-FTC-substantiation-Lanham-Act-ADA-Title-III-EU-AI-Act-Article-50-anchors-to-FBC-feedback-loop-SLA. Per-portfolio per-page per-canonical-audit-trail runs per-portfolio per-canonical-per-page-canonical-audit-record (per-page-ID + per-banner-pointer + per-location-pointer + per-error-pointer + per-canonical-error-class-snapshot + per-50+-class-multi-label-snapshot + per-LLM-classifier-ensemble-snapshot + per-Google-Rich-Result-Test-message-parsing-snapshot + per-Schema-org-Validator-error-parsing-snapshot + per-historical-cluster-snapshot + per-fix-type-snapshot + per-auto-merge-low-risk-snapshot + per-auto-PR-medium-risk-snapshot + per-manual-high-risk-snapshot + per-per-error-class-risk-mapping-snapshot + per-per-vertical-risk-override-snapshot + per-per-location-risk-override-snapshot + per-Bayesian-risk-update-snapshot + per-per-vertical-fix-engine-snapshot + per-healthcare-legal-financial-cannabis-alcohol-tobacco-FDA-DEA-FINRA-SEC-state-bar-state-medical-dental-veterinary-cosmetology-state-contractor-real-estate-pharmacy-board-snapshot + per-per-page-validation-snapshot + per-Google-Rich-Result-Test-Schema-org-Validator-Bing-Yandex-Brave-Structured-Data-Linter-Yoast-Rank-Math-Schema-Pro-Lighthouse-snapshot + per-pre-merge-post-merge-validation-snapshot + per-per-location-rollback-snapshot + per-page-snapshot-PR-revert-git-tag-canary-blue-green-feature-flag-LaunchDarkly-Optimizely-Split-Statsig-GrowthBook-Eppo-Flagsmith-Unleash-ConfigCat-DevCycle-Posthog-snapshot + per-rollback-trigger-validation-fail-crawl-error-spike-Search-Console-impression-drop-snapshot + per-cross-agent-audit-remediate-handoff-snapshot + per-compliance-overlay-snapshot + per-Google-Rich-Result-Test-eligibility-snapshot + per-Schema-org-spec-drift-snapshot + per-Lanham-Act-snapshot + per-FTC-substantiation-snapshot + per-FTC-Endorsement-Guides-2024-snapshot + per-FTC-fake-review-rule-2024-snapshot + per-FTC-Made-in-USA-Labeling-Rule-2021-snapshot + per-ADA-Title-III-Robles-snapshot + per-DOJ-ADA-Title-III-2024-rulemaking-snapshot + per-WCAG-2.2-AA-ARIA-EAA-Section-508-snapshot + per-California-Unruh-Act-snapshot + per-13-state-accessibility-law-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-14-15-snapshot + per-Digital-Services-Act-Article-30-26-snapshot + per-Digital-Markets-Act-snapshot + per-cannabis-state-board-12-state-snapshot + per-alcohol-DISCUS-tied-house-snapshot + per-tobacco-FDA-prohibition-snapshot + per-FDA-DSHEA-OPDP-snapshot + per-FINRA-2210-Rule-3110-snapshot + per-SEC-Rule-206-4-1-snapshot + per-state-bar-advertising-snapshot + per-state-medical-dental-veterinary-cosmetology-board-snapshot + per-state-contractor-license-display-snapshot + per-state-pharmacy-board-Multi-State-Pharmacy-Compact-NABP-snapshot + per-HIPAA-marketing-authorization-164.508-snapshot + per-ECOA-Reg-B-snapshot + per-Fair-Housing-Act-snapshot + per-CCPA-CPRA-snapshot + per-CCPA-right-to-opt-out-snapshot + per-GDPR-Article-22-snapshot + per-Connecticut-CTDPA-Texas-DPSA-Virginia-CDPA-Colorado-CPA-Utah-CPA-snapshot + per-Tennessee-ELVIS-Act-snapshot + per-Massachusetts-AG-Copley-Advertising-2017-snapshot + per-Illinois-BIPA-Texas-CUBI-Washington-MHMDA-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-ISO-27001-SOC-2-Type-II-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-Lanham-Act-defense-retention + per-canonical-3-year-ADA-Title-III-defense-retention + per-canonical-3-year-Google-Rich-Result-Test-eligibility-retention.

What is the recurring 50-error-class × 3-fix-type × per-vertical pattern?

Every per-error inherits the same canonical-error-class-pointer + canonical-fix-type-spec + canonical-risk-classification + canonical-per-page-validation-engine + canonical-per-location-rollback-spec primitives, but each per-error-class × per-fix-type cell overlays a vertical-specific per-canonical-per-vertical-fix-engine (per-healthcare-HIPAA-aware + per-legal-state-bar-aware + per-financial-FINRA-aware + per-cannabis-state-board-aware + per-alcohol-DISCUS-aware + per-tobacco-FDA-aware + per-pharma-FDA-OPDP-aware + per-DEA-Schedule-aware + per-state-medical-board-aware + per-state-contractor-license-aware + per-state-pharmacy-board-aware). Same canonical pattern across all verticals; only the per-vertical fix-engine differs. The compliance overlay applies uniformly: Google Rich Result Test eligibility + Schema.org spec drift + Lanham Act + FTC substantiation + FTC Endorsement Guides 2024 + FTC fake-review rule 2024 + ADA Title III Robles + DOJ ADA Title III 2024 rulemaking + EU AI Act Article 50 + Digital Services Act Article 30/26.

Engage the schema-audit-remediation agent

Per-portfolio per-banner per-page per-error per-canonical-error-class-pointer + per-canonical-fix-type-spec + per-canonical-risk-classification + per-canonical-per-vertical-fix-engine + per-canonical-per-page-validation-engine + per-canonical-per-location-rollback-spec + per-canonical-cross-agent-audit-remediate-handoff + per-canonical-per-page-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-schema-generation-vendor + per-schema-validation-vendor + per-feature-flag-vendor + per-structured-data-compliance-vendor primitive.

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