Get-found swarm · Per-Location-Page-Generator Agent · Location-page-authoring skill · Build pillar · Published June 18, 2026
How to build per-location landing pages at scale
This guide explains how to architect the location-page-authoring skill on the per-location-page-generator agent end-to-end at 50-500 location scale: per-portfolio per-location per-canonical-per-location-content-spec + per-canonical-per-location-LLM-content-generation + per-canonical-per-location-distinctness-gate + per-canonical-per-location-brand-voice-gate + per-canonical-per-location-compliance-gate + per-canonical-per-location-schema-org-LocalBusiness-generation + per-canonical-per-location-page-publish-orchestration + per-canonical-per-location-stale-content-detection + per-canonical-per-location-doorway-page-penalty-prevention + per-canonical-per-location-page-version-control + per-portfolio audit-trail.
What you will build
- Per-portfolio per-canonical-per-location-content-spec — per-hero + per-services-list + per-NAP block + per-hours block + per-team block + per-testimonial block + per-local-context block (neighborhood mention + landmark mention + local events mention) + per-FAQ block + per-CTA block + per-photo block + per-location data-source substrate (master-record + hours + services + team + testimonials + photos + context-events + context-landmarks) + per-block template library + per-block prompt template + per-block output schema.
- Per-canonical-per-location-LLM-content-generation via multi-LLM (GPT-4 + Claude Sonnet + Gemini Pro + Llama 3 + Mistral Large) + per-temperature spec + per-prompt context injection (master-record + brand-spec + local-context-block + compliance-rule) + per-output schema validation + per-citation grounding to master-record + per-fallback to rule-based template on LLM failure.
- Per-canonical-per-location-distinctness-gate — MinHash LSH cross-location similarity + Sentence-Transformer cosine similarity + distinctness percentile ranking + threshold spec (distinctness score above 0.7 pass + 0.5-0.7 flag for rewrite + below 0.5 block) + rewrite recommendation + per-doorway-page-penalty-prevention (Google Quality Rater Guidelines Section 7.4 doorway-page spec + thin-content detection + near-duplicate detection).
- Per-canonical-per-location-brand-voice-gate — per-content LLM brand-voice evaluation (tone + formality + lexicon + sentence structure + prohibited phrases) + per-confidence scoring + per-rewrite recommendation.
- Per-canonical-per-location-compliance-gate — per-vertical compliance rule evaluation (HIPAA + FDA + FINRA + CFPB + FTC + TCPA + CCPA + GDPR + CASL + cannabis per-state) + per-claims-substantiation evidence cross-reference + per-FDD Item 19 FPR disclaimer validation.
- Per-canonical-per-location-schema-org-LocalBusiness-generation — per-LocalBusiness schema (name + PostalAddress + telephone + url + openingHours + priceRange + areaServed + image + GeoCoordinates + aggregateRating + review) + per-vertical subtype (Restaurant + MedicalBusiness + FinancialService + HomeAndConstructionBusiness + AutomotiveBusiness + Store + LegalService) + per-FAQ schema + per-Service schema + per-BreadcrumbList schema.
- Per-canonical-per-location-page-publish-orchestration + per-stale-content-detection + per-page-version-control — per-CMS publish API (Next.js + WordPress + Webflow + Shopify + Drupal + Contentful + Sanity) + per-publish status tracking + per-publish rollback + per-NAP/hours/services/team change trigger + per-content staleness rolling 30-90-365-day + per-refresh recommendation + per-Git-style repository + per-version snapshot + per-version diff + per-version rollback + per-PR-style multi-stakeholder review (corporate marketing + franchisee owner-operator + legal compliance) + per-effective-date staging.
Why per-vendor-Yext-Pages-single-account breaks at 50-500-location scale
Per-vendor-Yext-canonical-Pages ships per-account per-listing per-page-template primitive. Per-vendor-SOCi + Rio SEO + Sterling Mesh + Surefire Local + Reputation.com + BirdEye + Chatmeter + LocaliQ + Hibu + Vendasta-canonical-single-account ship per-vendor per-native local-landing-page primitives.
At 1-location-1-template scale per-account per-listing per-page-template primitive is enough. At 50-500-location scale per-per-location-content-spec-not-template-blob + per-per-location-LLM-content-generation-not-token-substitution + per-per-location-distinctness-gate-MinHash-LSH-vs-other-locations + per-per-location-brand-voice-gate-spec-driven + per-per-location-compliance-gate-per-vertical + per-per-location-schema-org-LocalBusiness-machine-readable + per-per-location-stale-content-detection-NAP-hours-services-change + per-per-location-doorway-page-penalty-prevention-Google-Quality-Rater-Guidelines + per-per-location-FDD-trademark-compliance.
Per-cross-vendor-local-landing-page-fragmentation + per-template-token-substitution-doorway-risk + per-distinctness-gate-blind + per-brand-voice-gate-blind + per-compliance-gate-blind + per-schema-org-LocalBusiness-incomplete + per-stale-content-detection-blind + per-doorway-page-penalty-blind.
The operator-side architecture above per-vendor-local-landing-page primitive is canonical-per-location-content-spec + per-location-LLM-content-generation + per-location-distinctness-gate + per-location-brand-voice-gate + per-location-compliance-gate + per-location-schema-org-LocalBusiness-generation + per-location-page-publish-orchestration + per-location-stale-content-detection + per-location-doorway-page-penalty-prevention + per-location-page-version-control + per-portfolio-audit-trail.
What is in market today
Per-platform per-local-landing-page-vendor
Yext, SOCi, Rio SEO, Sterling Mesh, Surefire Local (CallSource), Reputation.com, BirdEye, Chatmeter, LocaliQ (Gannett), Hibu, Vendasta, Vivial, Brandify, Mosaic, Movable Ink (personalization), Optimizely (Episerver). Per-account per-listing per-page-template. Per-canonical-per-location-content-spec-canonical-distinctness-gate-canonical-brand-voice-gate-canonical-compliance-gate-canonical-schema-org-LocalBusiness-generation is not the primitive.
Per-platform per-CMS-platform
Next.js, WordPress, Webflow, Shopify, Drupal, Contentful, Sanity, Strapi, Storyblok, Joomla, BigCommerce, Wix, Squarespace, HubSpot CMS, Sitecore. Per-account per-content-block per-page primitive. Per-canonical-per-CMS-publish-API-canonical-per-page-publish-status-canonical-per-page-publish-rollback-canonical-per-location-page-version-control is not the primitive.
Per-platform per-schema-org-generator
Schema.org Generator, Merkle Schema Markup Generator, Schema App, Schema Pro (Yoast SEO), Rank Math Schema, JSON-LD generator (multiple open-source), Google's Structured Data Markup Helper. Per-account per-schema-type primitive. Per-canonical-per-vertical-LocalBusiness-subtype-Restaurant-MedicalBusiness-FinancialService-HomeAndConstructionBusiness-AutomotiveBusiness-Store-LegalService-canonical-FAQ-Service-BreadcrumbList is not the primitive.
Per-platform per-content-similarity-platform
Copyscape, Plagspotter, Originality.ai, Quetext, Grammarly Plagiarism, Turnitin, iThenticate, Sentence Transformers (Hugging Face), DataSketch MinHash (open source), Spark MinHash. Per-account per-document primitive. Per-canonical-per-location-content-MinHash-LSH-cross-location-canonical-Sentence-Transformer-cosine-canonical-distinctness-percentile-canonical-threshold-spec is not the primitive.
How the architecture is built
- Per-portfolio per-canonical-per-location-data-source-substrate. Per-master-record + per-hours + per-services + per-team + per-testimonials + per-photos + per-context-events + per-context-landmarks canonical-data-source.
- Per-portfolio per-canonical-per-location-content-block-template-library. Per-hero + per-services-list + per-NAP + per-hours + per-team + per-testimonials + per-local-context + per-FAQ + per-CTA + per-photo canonical-content-block.
- Per-portfolio per-canonical-multi-LLM-content-generation. Per-GPT-4 + per-Claude-Sonnet + per-Gemini-Pro + per-Llama-3 + per-Mistral-Large + per-temperature + per-prompt-context-injection + per-output-schema-validation + per-citation-grounding + per-rule-based-fallback canonical-LLM.
- Per-portfolio per-canonical-per-location-distinctness-gate. Per-MinHash-LSH + per-Sentence-Transformer-cosine + per-distinctness-percentile + per-threshold-0.7-pass-0.5-flag-below-block + per-rewrite-recommendation canonical-distinctness.
- Per-portfolio per-canonical-doorway-page-penalty-prevention. Per-Google-Quality-Rater-Guidelines-Section-7.4 + per-thin-content-detection + per-near-duplicate-detection canonical-doorway-prevention.
- Per-portfolio per-canonical-per-location-brand-voice-gate. Per-tone + per-formality + per-lexicon + per-sentence-structure + per-prohibited-phrases + per-confidence-scoring + per-rewrite-recommendation canonical-brand-voice.
- Per-portfolio per-canonical-per-location-compliance-gate. Per-HIPAA + per-FDA + per-FINRA + per-CFPB + per-FTC + per-TCPA + per-CCPA + per-GDPR + per-CASL + per-cannabis-per-state + per-claims-substantiation + per-FDD-Item-19-FPR-disclaimer canonical-compliance.
- Per-portfolio per-canonical-per-location-schema-org-LocalBusiness-generation. Per-LocalBusiness + per-vertical-subtype + per-FAQ-schema + per-Service-schema + per-BreadcrumbList canonical-schema-org.
- Per-portfolio per-canonical-per-location-page-publish-orchestration. Per-Next.js + per-WordPress + per-Webflow + per-Shopify + per-Drupal + per-Contentful + per-Sanity + per-publish-status + per-publish-rollback canonical-publish.
- Per-portfolio per-canonical-per-location-stale-content-detection. Per-NAP-change + per-hours-change + per-services-change + per-team-change + per-rolling-30-90-365-day-staleness + per-refresh-recommendation canonical-staleness.
- Per-portfolio per-canonical-per-location-page-Git-style-version-control. Per-version-snapshot + per-version-diff + per-version-rollback canonical-version.
- Per-portfolio per-canonical-per-location-page-PR-style-multi-stakeholder-review. Per-corporate-marketing + per-franchisee-owner-operator + per-legal-compliance + per-effective-date-staging canonical-PR-review.
- Per-portfolio per-portfolio-audit-trail. Per-CSV-export + per-SOC2-export + per-FDD-export + per-immutable-storage canonical-audit-trail.
Frequently asked questions
What is per-location landing-page authoring at 50-500 location scale?
Per-location landing-page authoring runs per-portfolio per-location per-canonical-per-location-content-spec + per-canonical-per-location-LLM-content-generation + per-canonical-per-location-distinctness-gate + per-canonical-per-location-brand-voice-gate + per-canonical-per-location-compliance-gate + per-canonical-per-location-schema-org-LocalBusiness-generation + per-canonical-per-location-internal-link-graph-update + per-canonical-per-location-page-publish-orchestration + per-canonical-per-location-stale-content-detection + per-canonical-per-location-doorway-page-penalty-prevention + per-canonical-per-location-page-version-control + per-portfolio audit-trail. Per-canonical-per-location-content-spec runs per-portfolio per-canonical-per-location-hero-spec + per-canonical-per-location-services-list-spec + per-canonical-per-location-NAP-block-spec + per-canonical-per-location-hours-block-spec + per-canonical-per-location-team-block-spec + per-canonical-per-location-testimonial-block-spec + per-canonical-per-location-local-context-block-spec (per-neighborhood-mention + per-landmark-mention + per-local-events-mention per-canonical-local-context) + per-canonical-per-location-FAQ-block-spec + per-canonical-per-location-CTA-block-spec + per-canonical-per-location-photo-block-spec. The per-platform local-landing-page vendor category includes Yext, SOCi, Rio SEO, Sterling Mesh, Surefire Local (CallSource), Reputation.com, BirdEye, Chatmeter, LocaliQ (Gannett), Hibu, Vendasta, Vivial, Brandify, Mosaic, Movable Ink (personalization), Optimizely (Episerver).
Why does per-vendor-Yext-canonical-Pages-canonical-single-account break down at 50-500-location scale?
Per-vendor-Yext-canonical-Pages ships per-account per-listing per-page-template primitive. Per-vendor-SOCi + per-Rio-SEO + per-Sterling-Mesh + per-Surefire-Local + per-Reputation.com + per-BirdEye + per-Chatmeter + per-LocaliQ + per-Hibu + per-Vendasta-canonical-single-account ship per-vendor per-native local-landing-page primitives. At 1-location-1-template scale per-account per-listing per-page-template primitive is enough. At 50-500-location scale per-canonical-per-location-content-spec-canonical-not-template-blob + per-canonical-per-location-LLM-content-generation-canonical-not-token-substitution + per-canonical-per-location-distinctness-gate-canonical-MinHash-LSH-vs-other-locations + per-canonical-per-location-brand-voice-gate-canonical-spec-driven + per-canonical-per-location-compliance-gate-canonical-per-vertical + per-canonical-per-location-schema-org-LocalBusiness-canonical-machine-readable + per-canonical-per-location-stale-content-detection-canonical-NAP-hours-services-change + per-canonical-per-location-doorway-page-penalty-prevention-canonical-Google-Quality-Rater-Guidelines + per-canonical-per-location-FDD-trademark-compliance.
How does per-portfolio per-canonical-per-location-content-spec + per-LLM-content-generation work?
Per-portfolio per-canonical-per-location-content-spec runs per-portfolio per-canonical-per-location-data-source-substrate (per-location-master-record + per-location-hours + per-location-services + per-location-team + per-location-testimonials + per-location-photos + per-location-context-events + per-location-context-landmarks per-canonical-data-source) + per-canonical-per-location-content-block-template-library + per-canonical-per-location-content-block-prompt-template + per-canonical-per-location-content-block-output-schema. Per-canonical-per-location-LLM-content-generation runs per-portfolio per-canonical-multi-LLM-content-generation (per-GPT-4 + per-Claude-Sonnet + per-Gemini-Pro + per-Llama-3 + per-Mistral-Large per-canonical-LLM) + per-canonical-per-LLM-temperature-spec + per-canonical-per-LLM-prompt-context-injection (per-master-record-context + per-brand-spec-context + per-local-context-block-context + per-compliance-rule-context per-canonical-context-injection) + per-canonical-per-LLM-output-schema-validation + per-canonical-per-LLM-citation-grounding-to-master-record + per-canonical-per-LLM-fallback-to-rule-based-template-on-failure.
What does per-portfolio per-canonical-per-location-distinctness-gate + per-brand-voice-gate + per-compliance-gate do?
Per-portfolio per-canonical-per-location-distinctness-gate runs per-portfolio per-canonical-per-location-content-MinHash-LSH-cross-location-similarity + per-canonical-per-location-content-Sentence-Transformer-cosine-similarity + per-canonical-per-location-content-distinctness-percentile-ranking + per-canonical-per-location-content-distinctness-threshold-spec (per-distinctness-score-above-0.7-pass + per-0.5-to-0.7-flag-for-rewrite + per-below-0.5-block per-canonical-threshold) + per-canonical-per-location-distinctness-rewrite-recommendation + per-canonical-doorway-page-penalty-prevention (per-Google-Quality-Rater-Guidelines-Section-7.4-doorway-page-spec + per-thin-content-detection + per-near-duplicate-content-detection per-canonical-doorway-prevention). Per-canonical-per-location-brand-voice-gate runs per-portfolio per-canonical-per-location-content-LLM-brand-voice-evaluation (per-tone + per-formality + per-lexicon + per-sentence-structure + per-prohibited-phrases per-canonical-brand-voice) + per-canonical-per-location-content-brand-voice-confidence-scoring + per-canonical-per-location-content-brand-voice-rewrite-recommendation. Per-canonical-per-location-compliance-gate runs per-portfolio per-canonical-per-location-content-per-vertical-compliance-rule-evaluation (per-HIPAA + per-FDA + per-FINRA + per-CFPB + per-FTC + per-TCPA + per-CCPA + per-GDPR + per-CASL + per-cannabis-per-state per-canonical-vertical) + per-canonical-per-location-content-claims-substantiation-evidence-cross-reference + per-canonical-per-location-content-FDD-Item-19-FPR-disclaimer-validation.
What does per-portfolio per-canonical-per-location-schema-org-LocalBusiness-generation + per-page-publish-orchestration + per-stale-content-detection do?
Per-portfolio per-canonical-per-location-schema-org-LocalBusiness-generation runs per-portfolio per-canonical-LocalBusiness-schema (per-name + per-address-PostalAddress + per-telephone + per-url + per-openingHours + per-priceRange + per-areaServed + per-image + per-geo-GeoCoordinates + per-aggregateRating + per-review per-canonical-LocalBusiness) + per-canonical-per-vertical-LocalBusiness-subtype (per-Restaurant + per-MedicalBusiness + per-FinancialService + per-HomeAndConstructionBusiness + per-AutomotiveBusiness + per-Store + per-LegalService per-canonical-subtype) + per-canonical-per-location-FAQ-schema + per-canonical-per-location-Service-schema + per-canonical-per-location-BreadcrumbList-schema. Per-canonical-per-location-page-publish-orchestration runs per-portfolio per-canonical-per-CMS-publish-API (per-Next.js + per-WordPress + per-Webflow + per-Shopify + per-Drupal + per-Contentful + per-Sanity per-canonical-CMS) + per-canonical-per-page-publish-status-tracking + per-canonical-per-page-publish-rollback. Per-canonical-per-location-stale-content-detection runs per-portfolio per-canonical-per-location-NAP-change-trigger + per-canonical-per-location-hours-change-trigger + per-canonical-per-location-services-change-trigger + per-canonical-per-location-team-change-trigger + per-canonical-per-location-content-staleness-rolling-30-90-365-day + per-canonical-per-location-content-refresh-recommendation.
What does per-portfolio per-canonical-per-location-page-version-control + per-page-generator-agent-canonical-bundle do?
Per-portfolio per-canonical-per-location-page-version-control runs per-portfolio per-canonical-per-location-page-Git-style-repository + per-canonical-per-location-page-version-snapshot + per-canonical-per-location-page-version-diff + per-canonical-per-location-page-version-rollback + per-canonical-per-location-page-version-PR-style-multi-stakeholder-review (per-corporate-marketing + per-franchisee-owner-operator + per-legal-compliance per-canonical-stakeholder) + per-canonical-per-location-page-effective-date-staging. Per-page-generator-agent-canonical-bundle integrates the location-page-authoring skill with sibling skills on the same agent: per-canonical-local-landing-pages (sibling, parent commercial pillar at /local-landing-pages) + per-canonical-location-page-seo (sibling, downstream consumer of authored pages for SEO optimization) + per-canonical-per-location-page-content-cannibalization (sibling, complementary cannibalization defense) + per-canonical-multi-location-internal-linking (sibling, consumer of per-location pages for internal-linking) + per-canonical-multi-location-jsonld-generation (sibling, complementary JSON-LD generation on authored pages).
Engage the per-location-page-generator agent
Per-portfolio per-location per-canonical-per-location-content-spec + per-LLM-content-generation + per-distinctness-gate + per-brand-voice-gate + per-compliance-gate + per-schema-org-LocalBusiness-generation + per-page-publish-orchestration + per-stale-content-detection + per-doorway-page-penalty-prevention + per-page-version-control + per-portfolio audit-trail shipped as the orchestration layer above your existing per-local-landing-page-vendor + per-CMS-platform + per-schema-org-generator + per-content-similarity-platform primitive.
Related reading
- Local landing pages (parent commercial pillar — buyer-outcome framing)
- Location page SEO (sibling skill on per-location-page-generator agent — downstream consumer of authored pages for SEO optimization)
- Cross-location cannibalization detection (companion architecture — distinctness gate substrate for cross-location cannibalization detection)