How to build continuous schema.org auditing for multi- location operators

The 4-skill bundle on the continuous-schema-org-audit agent

One agent. Four coordinated skills. The Sample + Interpret + Track + Audit bundle runs above the schema-validator + per-LLM-search-engine + AI Overview + Google E-E-A-T + Search Quality Rater Guidelines + per-LLM-citation + warehouse substrate and writes one canonical per-page per-LLM-search-engine schema.org-interpretation record.

Compliance overlay

Five anchors run per-page per-LLM-search-engine before any audit finding distributes to remediation pipeline. The first anchor is operationally distinctive: per-page schema.org INTERPRETATION audit + per-page LLM-citation tracking + per-LLM-search-engine schema-interpretation drift + per-page authorship-trust + per-vertical SHACL + SPARQL + W3C Linked Data Platform converge on every per- page per-LLM-search-engine schema.org audit decision.

FAQ

What is continuous schema.org auditing for multi-location operators — and what is the per-LLM-search-engine-eligibility-times-AI-Overview-AI-Mode-times-LLM-citation-tracking-times-per-LLM-search-engine-schema-interpretation-drift-times-per-page-authorship-trust-times-Google-E-E-A-T-times-SHACL-SPARQL problem distinctive to this skill?

A multi-location operator with 50-300 stores ships 1,500-5,000 location pages with structured-data JSON-LD across 50+ rich-result classes. AI search engines (Google AI Overview + Google AI Mode + Bing GPT-4 Search + Bing Copilot + Perplexity Pages + ChatGPT Search SearchGPT + Claude search + Brave Search + Yandex + Naver + Apple Search + DuckDuckGo + Mojeek + You.com + Kagi) interpret schema.org INTERPRETATIONS differently. Per-LLM-search-engine schema-interpretation drift (per-engine snapshot + diff + regression-test + policy-update tracking) emerges every quarter. Per-page LLM-citation tracking (per-page citation in ChatGPT + Claude + Gemini + Perplexity + Copilot responses) becomes the new SERP ranking metric. The four-skill bundle on the continuous-schema-org-audit agent — Sample, Interpret, Track, Audit — sits above the schema-validator + per-LLM-search-engine + AI Overview + Google E-E-A-T + Search Quality Rater Guidelines + per-LLM-citation + warehouse substrate (Google Rich Results Test + Schema.org Validator + Bing Markup Validator + Sitebulb + Screaming Frog + OnCrawl + Botify + Conductor + BrightEdge + Google Search Console + Bing Webmaster + Yandex + Naver + Apple Search + DuckDuckGo + Brave Search + Perplexity Pages + ChatGPT Search + Claude search + Schema App + Yoast + RankMath + Snowflake + BigQuery + Databricks) and writes a per-page per-LLM-search-engine canonical schema.org-interpretation record. The operationally distinctive anchor: per-page schema.org INTERPRETATION audit (Google Rich Results Test eligibility + warnings vs errors + soft 404 detection + indexability + AI Overview eligibility + AI Mode eligibility + Google E-E-A-T signals + Search Quality Rater Guidelines compatibility + John Mueller + Gary Illyes Search Liaison guidance + March 2024 Core Update + Helpful Content Update + Site Reputation Abuse Policy May 2024 + Product Reviews Update + Bing GPT-4 Search + Bing Copilot + Perplexity Pages + ChatGPT Search SearchGPT + Claude search + Brave Search + Yandex + Naver + Apple Search + DuckDuckGo + Mojeek + You.com + Kagi eligibility) + per-page LLM-citation tracking (per-page citation in ChatGPT + Claude + Gemini + Perplexity + Copilot responses + brand-mention tracking via Ahrefs Brand Radar + SparkToro + Brand24 + Mention + Talkwalker + Brandwatch + Meltwater + AI Search Visibility Index) + per-LLM-search-engine schema-interpretation drift detection (per-engine snapshot + diff + regression-test + policy-update tracking + snippet/summary length monitoring) + per-page authorship-trust (author-byline + Person schema + knowsAbout + sameAs to LinkedIn + Twitter + ORCID + Wikidata + reviewedBy + editorialPolicy + corrections-policy + Author E-E-A-T signal verification) + per-vertical SHACL Shapes Constraint Language + per-vertical SPARQL queries + per-vertical W3C Linked Data Platform + per-vertical Schema.org Steering Group quarterly governance.

Why do Google Rich Results Test + Schema.org Validator + Bing Markup Validator + Sitebulb + Screaming Frog + OnCrawl + Botify + Schema App + Yoast + RankMath break at multi-location-multi-LLM-search-engine-AI-Overview-LLM-citation-tracking scale?

Each schema-validator + crawler + CMS vendor ships per-account flat schema-validation primitive at single-engine single-page level (Google Rich Results Test only OR Bing Markup Validator only OR Schema.org Validator only). None coordinates per-page per-LLM-search-engine eligibility audit across Google Rich Results + AI Overview + AI Mode + Bing GPT-4 + Bing Copilot + Perplexity + ChatGPT Search + Claude search + Brave + Yandex + Naver + Apple + DuckDuckGo + Mojeek + You.com + Kagi simultaneously. None handles per-page LLM-citation tracking (per-engine ChatGPT + Claude + Gemini + Perplexity + Copilot response monitoring) + per-LLM-search-engine schema-interpretation drift detection. None gates against per-page authorship-trust (Author E-E-A-T signal verification + Person schema + sameAs LinkedIn/Twitter/ORCID/Wikidata + reviewedBy + editorialPolicy + corrections-policy). None enforces per-vertical SHACL Shapes Constraint Language + per-vertical SPARQL queries + per-vertical W3C Linked Data Platform. None enforces SOX 302/404/906 when public-company franchisor material. None writes a per-page per-LLM-search-engine WORM schema.org-interpretation audit trail with regulatory-defense retention. The four-skill bundle Sample + Interpret + Track + Audit sits above the schema-validator + per-LLM-search-engine + AI Overview + Google E-E-A-T + Search Quality Rater Guidelines + per-LLM-citation + warehouse substrate — it does not replace it.

How does Sample + Interpret work?

Sample runs per-page per-day sampling across location pages (1,500-5,000 per portfolio). Per-page Google Rich Results Test + Schema.org Validator + Bing Markup Validator + JSON-LD Playground + Schema Markup Validator + Sitebulb + Screaming Frog + OnCrawl + Botify + Conductor + BrightEdge + Pi Datametrics validation. Per-page Google Search Console Performance + Bing Webmaster + Yandex + Naver + Apple Search + DuckDuckGo + Brave Search bot logs. Per-page AI search visibility sampling (per-page test query in Google AI Overview + Bing Copilot + Perplexity Pages + ChatGPT Search SearchGPT + Claude search + You.com + Kagi). Interpret runs per-page per-LLM-search-engine schema.org INTERPRETATION audit: per-Google Rich Results Test eligibility + validation warnings vs errors + soft 404 + indexability + per-Google AI Overview eligibility + AI Mode + E-E-A-T (Experience + Expertise + Authoritativeness + Trustworthiness) signal + Search Quality Rater Guidelines compatibility + John Mueller + Gary Illyes Search Liaison guidance + March 2024 Core + Helpful Content + Site Reputation Abuse Policy May 2024 + Product Reviews Update + per-Bing GPT-4 Search + Bing Copilot + per-Perplexity Pages + per-ChatGPT Search SearchGPT + per-Claude search + per-Brave Search + per-Yandex + per-Naver + per-Apple Search + per-DuckDuckGo + Mojeek + You.com + Kagi eligibility. Per-page authorship-trust (author-byline + Person schema + knowsAbout + sameAs LinkedIn + Twitter + ORCID + Wikidata + reviewedBy + editorialPolicy + corrections-policy). Per-vertical SHACL Shapes Constraint Language + per-vertical SPARQL queries + per-vertical W3C Linked Data Platform.

What does Track + Audit do?

Track runs per-page LLM-citation tracking (per-page citation in ChatGPT + Claude + Gemini + Perplexity + Copilot responses + brand-mention tracking via Ahrefs Brand Radar + SparkToro Brand Mentions + Brand24 + Mention + Talkwalker + Brandwatch + Meltwater + AI Search Visibility Index). Per-LLM-search-engine schema-interpretation drift detection (per-engine snapshot + diff + regression-test + per-engine policy-update tracking + per-engine snippet/summary length monitoring). Per-page severity classification: P0 per-Google soft 404 + indexability loss + per-Google AI Overview de-eligibility (immediate alert + content remediation) + P1 per-Google E-E-A-T signal degradation + Search Quality Rater Guidelines compatibility 72-hour + P2 per-Bing GPT-4 + Perplexity + ChatGPT + Claude eligibility drift 7-day + P3 per-page authorship-trust signal drift 30-day + P4 docs-only. Gate runs 5 anchors per-page per-LLM-search-engine before any audit finding distributes to remediation pipeline. (1) Per-page schema.org INTERPRETATION audit + per-page LLM-citation tracking + per-LLM-search-engine schema-interpretation drift + per-page authorship-trust + per-vertical SHACL + SPARQL + W3C Linked Data + per-vertical Schema.org Steering Group quarterly governance. (2) FTC Endorsement Guides 16 CFR Part 255 + FTC Fake Review Rule 16 CFR Part 465 + FTC Native Advertising .com Disclosures + FTC Made in USA + Section 5 + Pfizer 1972 + CFPB UDAAP + Lanham + USPTO + Robinson-Patman. (3) Per-vertical FDA OPDP + DEA + alcohol + cannabis + tobacco + HIPAA Safe Harbor + FINRA Rule 2210 + ABA Model Rule + per-state attorney advertising + Tennessee ELVIS Act 2024. (4) EU AI Act Article 50 transparency when AI-ML schema-org audit + Article 13/14/15 + Annex III + Article 6/27 FRIA + DSA + DMA + GDPR Article 6/7/22/28/30 + LGPD + DPDP + PIPEDA + Quebec Law 25 + CCPA + CPRA + 18-state. (5) WCAG 2.2 AA + ARIA + EAA + ADA Title III + Section 508 + Sigstore + Cosign + Rekor + Fulcio + SLSA Level 3+ + in-toto + SBOM (SPDX 2.3 + CycloneDX 1.5 + SWID ISO/IEC 19770-2) + Executive Order 14028 + NIST SSDF SP 800-218 + SOX 302/404/906 + COSO + Exchange Act 13(b)(2) + SEC Reg S-K. Audit writes a per-page per-LLM-search-engine WORM schema.org-interpretation record: per-page snapshot + per-LLM-search-engine eligibility + per-page LLM-citation + per-LLM-search-engine drift + per-page authorship-trust + per-vertical SHACL/SPARQL result + per-anchor gate-pass + AI-ML provenance + EU AI Act FRIA. Retention: 7-year FTC + 7-year IRS + 7-year HIPAA + 7-year state bar + 6-year SEC + 3-year FINRA + 7-year SOX + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.

What does this skill connect to on the continuous-schema-org-audit agent and across the swarm?

On the continuous-schema-org-audit agent: per-page schema.org INTERPRETATION audit + per-page LLM-citation tracking + per-LLM-search-engine schema-interpretation drift + per-page authorship-trust + per-vertical SHACL/SPARQL. Across the swarm: continuous schema audit for multi-location operators (#596 same schema.org W3C draft absorption + Google policy update substrate + UPSTREAM canonical for #582 schema auto-remediation) + per-vertical catalog schema validation (#597 same Schema.org Validator + Google Rich Results + Bing Markup Validator substrate) + per-vertical compliance overlay (#615 DOWNSTREAM consumer of per-vertical schema-validation) + integration-drift-monitor agent (#562 + #569 + #570 same per-schema-drift substrate) + hyper-local search-trends ingestion (#620 same SERP-feature volatility substrate including AI Overview + AI Mode) + per-state-overlay-composer (#599 UPSTREAM canonical for per-state attorney advertising + per-vertical FDA/alcohol/cannabis overlays). 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 per-LLM-search-engine schema.org-interpretation coverage — pages monitored + per-Google Rich Results + AI Overview + AI Mode + per-Bing GPT-4 + Bing Copilot + per-Perplexity + per-ChatGPT Search + per-Claude search + per-Brave + per-Yandex + per-Naver + per-Apple Search + per-DuckDuckGo eligibility samples ingested. Workstream 2: Sample per-page per-day validation + crawler bot logs + AI search visibility sampling flow. Workstream 3: Interpret per-page per-LLM-search-engine schema.org INTERPRETATION audit + Google E-E-A-T signal + Search Quality Rater Guidelines + per-page authorship-trust + per-vertical SHACL + SPARQL + W3C Linked Data flow. Workstream 4: Track per-page LLM-citation tracking + per-LLM-search-engine schema-interpretation drift + per-engine policy-update tracking + snippet/summary length monitoring. Workstream 5: Regulatory-defense audit coverage — per-page schema.org INTERPRETATION audit + LLM-citation + per-LLM-search-engine drift + authorship-trust + Google E-E-A-T + SHACL + SPARQL + W3C Linked Data + FTC Endorsement + Fake Review + Made in USA + HIPAA + ABA + ELVIS Act + EU AI Act Article 50 + Sigstore + SLSA + SOX. Workstream 6: FBC feedback-loop pattern-learning — per-page realized-vs-predicted LLM-search-engine eligibility + per-engine policy-update enforcement retrospective + per-vertical Schema.org Steering Group quarterly governance retrospective.

Related reading

• Parent commercial pillar: schema audit + remediation
• Sibling build-pillar: continuous schema audit (#596 same schema.org W3C draft absorption + Google policy update substrate + UPSTREAM canonical for #582 schema auto-remediation)
• Sibling build-pillar: per-vertical catalog schema validation (#597 same Schema.org Validator + Google Rich Results + Bing Markup Validator substrate)
• Sibling build-pillar: hyper-local search-trends ingestion (#620 same SERP-feature volatility substrate including AI Overview + AI Mode)
• Fractional CMO with AI Swarm
• AI Readiness Assessment