Build pillar · schema-audit-remediation agent
How to build schema auto-remediation across 1500+ location pages
Schema App + Yoast SEO Premium + RankMath Pro + Schema Pro + Google Rich Results Test + Schema.org Validator + Sitebulb + Screaming Frog + OnCrawl + Botify ship per-account flat schema- validation primitives. The Diff + Remediate + Attest + Audit skill bundle on the schema-audit-remediation agent sits above the schema-audit + CMS + CI substrate and auto-remediates 1500-5000 location pages with per-PR SLSA v1.0 Level 3+ build provenance + in-toto attestation + Sigstore Fulcio code-signing + Rekor transparency log + GUAC + SBOM CycloneDX/SPDX + named regulatory anchors covering Google Rich Results Spam Policy (Q1 2024 fake-review retroactive 24-month enforcement) + FTC Fake Review Rule + HIPAA Safe Harbor + FINRA 2210 + ABA Model Rule + FDD Item 12 + EU AI Act Article 50 + Tennessee ELVIS Act + Executive Order 14028 + NIST SSDF + CISA Secure by Design + SOX 302/404/906.
Published November 25, 2026 · 3,200 words
The 4-skill bundle on the schema-audit-remediation agent
One agent. Four coordinated skills. The Diff + Remediate + Attest + Audit bundle runs above the schema-audit substrate + CMS + CI orchestration + supply-chain attestation and writes one canonical per-PR record across 1500+ location pages.
Diff
Per-portfolio per-banner per-location per-page continuous diff against canonical schema specification (from master record + per-vertical schema pack + #563 rich-result eligibility scoring). Per-page severity P0-P4. Schema.org quarterly absorption + Google policy update tracking.
Remediate
Per-PR auto-generation via per-vendor LLM (OpenAI Codex + Anthropic Claude + Mistral Codestral) under zero-retention with brand-voice canonical from #549. Per-PR scope: JSON- LD patch + tests + docs + SBOM + Conventional Commits + SemVer + Keep a Changelog. Per-LLM output license + per- repo license check. Husky + Lint-staged + Gitleaks + truffleHog pre-commit.
Attest
Per-PR SLSA v1.0 Level 3+ build provenance + in-toto attestation + Sigstore Fulcio code-signing + Rekor transparency log + gitsign signed commits + GUAC graph + Software Heritage archive + SBOM CycloneDX/SPDX via Syft + Grype + Trivy + Snyk + Semgrep + CodeQL + Sonar. Per-CI ephemeral OIDC (GitHub Actions + GitLab + CircleCI). Sigstore policy controller verifying every PR.
Audit
Per-PR WORM record: per-page diff + AI-ML provenance + per-LLM license + per-repo compatibility + Conventional Commits + Sigstore + SLSA + in-toto + SBOM + Rekor + GUAC + Software Heritage + Scorecard + OIDC + per-anchor gate- pass + reviewer + CI green + auto-merge. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 6-year SEC + 3-year FINRA + 7-year SOX + EO 14028 + NIST SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.
The real ecosystem this sits above
Diff + Remediate + Attest + Audit does not replace the schema- audit tools, CMS platforms, or CI orchestrators. It sits above them, coordinates them with supply-chain attestation, and writes one canonical per-PR record.
Schema-audit + CMS substrate
- Schema App + Yoast + RankMath + Schema Pro + Ninja
- Google Rich Results Test + Schema.org Validator + Bing
- Sitebulb + Screaming Frog + OnCrawl + Botify + Conductor
- WordPress + Drupal + Shopify + WooCommerce + Magento
- Contentful + Sanity + Strapi + Storyblok + Prismic
CI + AI code-gen + commit substrate
- GitHub Actions + GitLab CI + CircleCI + Buildkite
- Jenkins + Argo Workflows + Tekton orchestration
- OpenAI Codex + Anthropic Claude + Mistral Codestral
- Conventional Commits + SemVer + Keep a Changelog
- Husky + Lint-staged + Commitlint + Gitleaks + truffleHog
Supply-chain attestation
- SLSA v1.0 Level 3+ + in-toto + Sigstore Fulcio + Rekor
- cosign + gitsign + GUAC + Software Heritage + Scorecard
- SBOM CycloneDX + SPDX + Syft + Grype + Trivy + Snyk
- Semgrep + CodeQL + Sonar + Checkmarx + Veracode SAST
- GitHub Branch Protection + per-CI ephemeral OIDC
Compliance overlay
Five anchors run per-PR before any auto-remediation merges. The first anchor is operationally distinctive: AI-ML auto- remediation across 1500+ pages requires SLSA Level 3+ + Sigstore + SBOM per EO 14028 + NIST SSDF + CISA Secure by Design intersecting Google Rich Results Spam Policy + FTC Fake Review Rule + EU AI Act Article 50.
Anchor 1: SLSA Level 3+ + Sigstore + EO 14028 + NIST SSDF + EU AI Act Article 50 (operationally distinctive)
SLSA v1.0 Level 3+ build provenance + in-toto attestation + Sigstore Fulcio code-signing + Sigstore Rekor transparency log + GUAC graph + Software Heritage permanent archive + OpenSSF Scorecard + OpenSSF Best Practices Badge. SBOM CycloneDX + SPDX per Executive Order 14028. NIST SP 800-218 Secure Software Development Framework (SSDF v1.1). NIST SP 800-161 supply-chain risk. CISA Secure by Design. Per-LLM output license (OpenAI Terms + Anthropic ToS + Mistral Apache 2.0 + Llama license). Per-repo license compatibility (MIT + Apache 2.0 + GPL + LGPL + BSD + MPL + AGPL + ISC). Per-CI ephemeral OIDC (GitHub Actions + GitLab + CircleCI). Per-CI signed commits + GitHub Branch Protection + Sigstore policy controller. EU AI Act Article 50 transparency for AI-generated schema content + Article 22 + Annex III when AI-ML auto-remediation drives schema change + FRIA.
Anchor 2: Google Rich Results + FTC + Tennessee ELVIS
Google Search Essentials + Google Structured Data Policy + Google Rich Results Spam Policy (Q1 2024 fake-review retroactive 24-month enforcement). FTC Fake Review Rule 16 CFR Part 465 ($51,744 per-violation). FTC Endorsement Guides 16 CFR Part 255. FTC Section 5 + Pfizer 1972 + MARS + Health Products. Tennessee ELVIS Act 2024 when AI- generated schema involves real-person likeness + 11-state deepfake matrix.
Anchor 3: Per-vertical (HIPAA + FINRA + state bar)
HIPAA 45 CFR 164.502/504/514 Safe Harbor de-identification when MedicalBusiness schema. FINRA Rule 2210 when FinancialService. SEC Regulation S-K when public-company FinancialService. State bar advertising 50-state matrix + ABA Model Rule 7.1-7.5 when LegalService. State medical board + state professional licensing constraints. FDA DSHEA + OPDP + cosmetic + cannabis + alcohol.
Anchor 4: FDD Item 12 + SOX + cybersecurity incident
FDD Item 12 territorial-protection per FTC Franchise Rule 16 CFR 436 + 15-state franchise registration + state UDTPA + Robinson-Patman + Lanham + USPTO. Sarbanes-Oxley 302/404/906 when public-company schema material to financial reporting + FASB ASC 350. SEC Form 8-K Item 1.05 + CIRCIA + GDPR Article 33 + PCI DSS v4.0 when schema drives payment-page + FTC Safeguards Rule.
Anchor 5: Privacy + accessibility + WORM retention
GDPR Article 6/7/17/22 + Article 28/30 + LGPD + DPDP + PIPEDA + Quebec Law 25 + CCPA + CPRA + COPPA + 18-state. WCAG 2.2 AA + ARIA + EAA EN 301 549 + Section 508 + ADA Title III. Digital Services Act + DMA. NIST AI RMF + ISO 42001 + ISO 27001 + ISO 27034 + SOC 2 Type II. Per-vendor LLM zero-retention + per-source DPA. Policy-as-code via OPA Rego + AWS Cedar + Casbin + Cerbos + Oso + Styra DAS + Permit.io. Storage: AWS S3 Object Lock + Azure Blob immutable + GCS + Wasabi WORM. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 6-year SEC + 3-year FINRA + 7-year SOX + EO 14028 + NIST SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.
6-workstream reporting cycle
Every two weeks during a Tier 3 Fractional CMO engagement, six workstreams report against the pre-engagement baseline. No forecast accuracy claims. Process commitments only.
- 1. Per-portfolio per-page schema-coverage. Pages enrolled + per-page expected schema + diff freshness + per-vertical schema pack.
- 2. Diff per-page distribution. Per-page severity tier P0-P4 + drift detection + schema.org quarterly absorption + Google policy update tracking.
- 3. Remediate per-PR auto-generation flow. Per-PR LLM-generation share + per-LLM output license + per- repo license compatibility + Conventional Commits + secret- scan pass.
- 4. Attest supply-chain provenance coverage. Per-PR SLSA Level 3+ + in-toto + Sigstore Fulcio + Rekor + SBOM + GUAC + Software Heritage + OIDC + Sigstore policy.
- 5. Regulatory-defense audit coverage. Google Rich Results Spam Policy + FTC Fake Review Rule + HIPAA Safe Harbor + ABA + FINRA + FDD Item 12 + EU AI Act Article 50 + ELVIS + SLSA Level 3+ + EO 14028 + NIST SSDF + SOX + SEC 8-K Item 1.05.
- 6. FBC feedback-loop pattern-learning. Per-page realized-vs-predicted remediation + per-LLM cost reconciliation + per-Google-policy-update impact + OpenSSF Scorecard drift.
FAQ
- What is schema auto-remediation across 1500+ location pages — and what is the AI-ML-auto-remediation-times-supply-chain-attestation problem distinctive to this skill?
- A multi-location retail operator with 80-300 stores ships 1500-5000 location pages with structured-data JSON-LD (LocalBusiness + Restaurant + MedicalBusiness + LegalService + FinancialService + AutoDealer + Plumber + Electrician + Locksmith + RoofingContractor + GeneralContractor + Notary + Physician + Dentist + Pharmacy + Hospital + Product + Offer + AggregateRating + Review + Recipe + Event + FAQ + HowTo + 17+ other types). Schema drift happens continuously: schema.org quarterly draft absorption + Google policy updates + per-vertical regulatory changes + per-location attribute drift. The four-skill bundle on the schema-audit-remediation agent — Diff, Remediate, Attest, Audit — sits above the schema-audit substrate (Schema App + Yoast + RankMath + Schema Pro + Google Rich Results Test + Sitebulb + Screaming Frog + OnCrawl + Botify) + CMS substrate + CI substrate and writes a per-PR canonical record. The operationally distinctive anchor: AI-ML auto-remediation across 1500+ pages requires SLSA v1.0 Level 3+ build provenance + in-toto attestation + Sigstore Fulcio code-signing + Sigstore Rekor transparency log + GUAC graph + Software Heritage permanent archive + SBOM CycloneDX + SPDX per Executive Order 14028 + NIST SP 800-218 SSDF v1.1 + CISA Secure by Design. Plus EU AI Act Article 50 transparency for AI-generated schema content + Article 22 + Annex III + Tennessee ELVIS Act when AI-generated schema involves real-person likeness + Google Rich Results Spam Policy retroactive enforcement + FTC Fake Review Rule + HIPAA Safe Harbor when MedicalBusiness schema + per-vertical (HIPAA + FINRA + state bar) + SOX 302/404/906 when public-company schema material to financial reporting.
- Why do Schema App + Yoast + RankMath + Sitebulb + Screaming Frog + OnCrawl + Botify break at 1500+-page AI-ML-auto-remediation scale?
- Each schema-audit vendor ships per-account flat schema-validation primitive. Each CMS-native plugin offers shallow per-page remediation suggestions. None coordinates AI-ML auto-remediation across 1500+ pages with per-PR SLSA Level 3+ provenance + in-toto attestation + Sigstore Fulcio code-signing + Sigstore Rekor transparency log + GUAC graph + Software Heritage permanent archive. None generates SBOM CycloneDX + SPDX per EO 14028 + NIST SP 800-218 SSDF + CISA Secure by Design. None enforces per-LLM output license + per-repo license compatibility checking. None coordinates per-CI ephemeral OIDC + per-CI signed commits + GitHub Branch Protection + Sigstore policy controller verifying every auto-remediation PR. None gates AI-ML auto-remediation against EU AI Act Article 50 + Tennessee ELVIS Act + Google Rich Results Spam Policy + FTC Fake Review Rule + HIPAA Safe Harbor + per-vertical + SOX. None writes a per-PR audit trail with regulatory-defense retention. The four-skill bundle Diff + Remediate + Attest + Audit sits above the schema-audit + CMS + CI substrate — it does not replace it.
- How does Diff + Remediate work across 1500+ pages?
- Diff runs per-portfolio per-banner per-location per-page continuous diff against canonical schema specification: per-page current schema state + per-page expected schema state (from master record + per-vertical schema pack + per-location attribute drift detection from #563 sibling rich-result eligibility scoring). Per-page severity classification: P0 Google policy violation immediate (Lanham trademark surface + HIPAA PHI in JSON-LD + FTC fake-review AggregateRating + ELVIS deepfake) + P1 schema-org deprecation 72-hour + P2 missing recommended field 7-day + P3 attribute drift 30-day + P4 docs-only. Remediate runs per-PR auto-generation through per-vendor LLM (OpenAI GPT-4o + Anthropic Claude + Mistral Codestral) under zero-retention with brand-voice canonical from #549 voice-attribute extraction. Per-PR scope: per-page JSON-LD patch + updated tests + updated docs + updated SBOM + Conventional Commits message + Semantic Versioning bump if needed + Keep a Changelog v1.1.0 entry. Per-PR per-LLM output license + per-repo license compatibility check. Per-PR Husky + Lint-staged + Commitlint + Gitleaks + truffleHog secret-scan pre-commit.
- What does Attest + Audit do?
- Attest runs per-PR supply-chain provenance: SLSA v1.0 Level 3+ build provenance generated during CI + in-toto attestation framework recording every build step + Sigstore Fulcio code-signing certificate authority + Sigstore Rekor transparency log entry + Sigstore gitsign signed commits + GUAC graph for understanding artifact composition + Software Heritage permanent archive snapshot + SBOM generation (CycloneDX + SPDX) via Anchore Syft + Grype + Trivy + Snyk Code + Semgrep + CodeQL + Sonar + per-CI ephemeral OIDC token (GitHub Actions OIDC + GitLab CI OIDC + CircleCI OIDC) + Sigstore policy controller verifying every PR + per-PR-required Conventional Code Review + CI green + SAST/SCA pass + SBOM update + SLSA attestation + Sigstore verification + reviewer approval + auto-merge policy. OpenSSF Scorecard + OpenSSF Best Practices Badge audit. Gate runs 5 anchors per-PR: (1) Google Rich Results Spam Policy + FTC Fake Review Rule 16 CFR Part 465 + FTC Endorsement Guides + FTC Act Section 5 + Pfizer 1972 + MARS + Health Products. (2) HIPAA Safe Harbor when MedicalBusiness + state medical board + ABA Model Rule 7.1-7.5 + state bar 50-state + FINRA Rule 2210 + SEC Regulation FD + state professional licensing + FDA DSHEA + OPDP + cosmetic + cannabis + alcohol. (3) FDD Item 12 + 15-state franchise + state UDTPA + Robinson-Patman + Lanham trademark + USPTO. (4) EU AI Act Article 50 + Article 22 + Annex III + FRIA + Tennessee ELVIS Act 2024 + 11-state deepfake + DSA + DMA + GDPR + WCAG 2.2 AA + ADA Title III + Section 508 + EAA. (5) SLSA v1.0 Level 3+ + in-toto + Sigstore + SBOM CycloneDX/SPDX per EO 14028 + NIST SP 800-218 SSDF + CISA Secure by Design + SOX 302/404/906 + FASB ASC 350 + SEC Form 8-K Item 1.05 + CIRCIA + GDPR Article 33 + PCI DSS v4.0. Audit writes a per-PR WORM canonical record: per-page diff snapshot + AI-ML generation provenance + per-LLM output license + per-repo license compatibility + Conventional Commits + Sigstore signature + SLSA attestation + in-toto + SBOM + Rekor entry + GUAC + Software Heritage ID + OpenSSF Scorecard + per-CI OIDC + per-anchor gate-pass + reviewer + CI green + auto-merge policy. Storage: AWS S3 Object Lock + Azure Blob immutable + GCS + Wasabi WORM. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 6-year SEC + 3-year FINRA + 7-year SOX + EO 14028 + NIST SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.
- What does this skill connect to on the schema-audit-remediation agent and across the swarm?
- On the schema-audit-remediation agent: schema-audit-remediation (parent commercial pillar) + rich-result eligibility scoring + revenue-impact estimation (#563 sibling build-pillar — UPSTREAM per-page eligibility canonical) + continuous schema audit (sibling skill) + per-vertical schema validation (sibling skill) + auto-compose schema (sibling skill) + JSON-LD generation (#549 + sibling build-pillar). Across the swarm: integration-drift-monitor agent (response-shape drift detection #562 + vendor changelog ingestion #569 + auto-PR generation #570 — same SLSA + Sigstore + supply-chain attestation substrate) + local-pack-rank-tracking (#559 + #567 + #571) + multi-location-seo-architecture (#575 internal-link-equity + #579 link-recommendation) + governance-decision-router five-destination routing + master-record. Build-pillar siblings: tiered pre-filter deterministic gates for AI content compliance + marketing AI autonomy profile configuration. Commercial-pillar parent: /schema-audit-remediation.
- What does the 6-workstream pre-engagement-baseline reporting cycle look like for this skill?
- Every two weeks during the Tier 3 Fractional CMO with AI Swarm engagement, six workstreams report against the pre-engagement baseline. Workstream 1: per-portfolio per-page schema-coverage — pages enrolled + per-page expected schema + per-page diff freshness + per-vertical schema pack. Workstream 2: Diff per-page distribution — per-page severity tier P0-P4 + per-page drift detection + schema.org quarterly absorption + Google policy update tracking. Workstream 3: Remediate per-PR auto-generation flow — per-PR LLM-generation share + per-LLM output license + per-repo license compatibility + Conventional Commits + secret-scan pass. Workstream 4: Attest supply-chain provenance coverage — per-PR SLSA Level 3+ + in-toto + Sigstore Fulcio + Rekor + SBOM CycloneDX/SPDX + GUAC + Software Heritage + per-CI ephemeral OIDC + Sigstore policy controller pass. Workstream 5: Regulatory-defense audit coverage — Google Rich Results Spam Policy + FTC Fake Review Rule + HIPAA Safe Harbor + ABA Model Rule + FINRA 2210 + state bar + FDD Item 12 + EU AI Act Article 50 + ELVIS + SLSA Level 3+ + EO 14028 + NIST SSDF + CISA Secure by Design + SOX + SEC 8-K Item 1.05. Workstream 6: FBC feedback-loop pattern-learning — per-page realized-vs-predicted remediation + per-vendor LLM cost reconciliation + per-Google-policy-update impact + OpenSSF Scorecard score drift.
Engage Completions
Two ways to engage. The Tier 1 AI Readiness Assessment maps the schema-audit + CMS + CI substrate + supply-chain attestation surface against the Diff + Remediate + Attest + Audit bundle. The Tier 3 Fractional CMO with AI Swarm embeds 1-2 days per week for 6+ months and runs the bundle end-to-end against the schema-audit-remediation agent across the swarm.
Related reading
- Parent commercial pillar: schema audit + remediation
- Sibling build-pillar: rich-result eligibility scoring + revenue-impact estimation (#563 UPSTREAM eligibility canonical)
- Sibling build-pillar: auto-PR generation (#570 same SLSA + Sigstore substrate)
- Sibling build-pillar: 17-schema-class JSON-LD generation
- Fractional CMO with AI Swarm
- AI Readiness Assessment