Capture-demand swarm · Territory-Analysis-Market-Scoring Agent · Competitor-density-territory-mapping skill · Build pillar · Published July 12, 2026

How to build competitor-density territory mapping for franchise development

This guide explains how to architect the competitor-density-territory-mapping skill on the territory-analysis-market-scoring agent end-to-end at multi-state franchise-development scale: per-portfolio per-banner per-territory per-canonical-trade-area-polygon-resolution-spec + per-canonical-competitor-density-score-spec + per-canonical-white-space-score-spec + per-canonical-site-suitability-compliance-gate-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail.

Engage the territory-analysis-market-scoring agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-territory per-canonical-trade-area-polygon-resolution-spec across per-1-mile + per-3-mile + per-5-mile + per-10-mile-radius + per-15-minute-drive-time + per-30-minute-drive-time + per-DMA-overlay-Nielsen-DMA-Boundaries + per-MSA-overlay-OMB-MSA-Boundaries + per-trading-area-overlap + per-Voronoi-tessellation + per-Reilly-Huff-Converse-Christaller-gravity + per-zoning-overlay-Black-Knight-handoff + per-traffic-AADT-DOT-CalTrans-INRIX-StreetLight + per-polygon-version-pointer + per-polygon-confidence-tier + per-polygon-explainability + per-Google-Maps-Distance-Matrix-Mapbox-Isochrone-HERE-Routing-Esri-Network-Analyst-handoff.
Per-canonical-competitor-density-score-spec — per-direct-NAICS-SIC + per-indirect-substitute + per-emerging-Crunchbase-PitchBook + per-9-multi-source-ingestion (Google Maps Places API + Bing Maps Local Search + Apple Maps Connect + Yelp Fusion API + Tripadvisor API + OpenStreetMap Overpass + Foursquare Places API + Placer.ai Places + SafeGraph Places) + per-NAP-normalization + per-pHash-Levenshtein-Jaro-Winkler-Soundex-deduplication + per-competitor-count-by-class + per-density-index-per-square-mile + per-XGBoost-LightGBM-CatBoost + per-Transformer + per-Bayesian-posterior + per-confidence-interval + per-density-explainability + per-cross-banner-cannibalization-risk.
Per-canonical-white-space-score-spec — per-Esri-Tapestry + per-Census-ACS + per-Nielsen-Claritas-PRIZM + per-Acxiom-Personicx + per-Experian-Mosaic + per-canonical-segmentation + per-psychographic-overlay + per-spending-power + per-mobility-pattern-Placer-SafeGraph + per-anchor-tenant-co-tenancy + per-real-estate-cost-CoStar-handoff + per-zoning-permit-Black-Knight-handoff + per-projected-revenue-XGBoost-LightGBM-CatBoost + per-projected-revenue-Transformer + per-projected-revenue-Bayesian-posterior + per-projected-revenue-confidence-interval + per-projected-revenue-MMM-handoff + per-white-space-score-confidence-tier + per-white-space-score-explainability + per-franchise-development-decision-handoff + per-fdd-territorial-protection-gating-handoff.
Per-canonical-site-suitability-compliance-gate-spec + per-multi-LLM-pre-publish-check — per-OPA-Cedar-Casbin-Cerbos-Oso-site-suitability-policy-as-code + per-FTC-substantiation-doctrine + per-FTC-MARS-multi-location-substantiation + per-FDD-Item-19-FPR + per-FDD-Item-12-territory-encroachment + per-FDD-Item-17-renewal-termination-transfer + per-state-relationship-laws-FRR (California FIL + Michigan Franchise Investment Law + Connecticut Business Opportunity Investment Act + Florida Franchise Misrepresentation Act) + per-zoning-permit-compliance + per-ADA-Title-III + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-compliance-confidence-tier + per-compliance-explainability + per-multi-LLM-ensemble + per-density-score-cross-check + per-white-space-score-cross-check + per-projected-revenue-claim-substantiation + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-19-FPR-cross-check + per-FDD-Item-12-territory-encroachment-cross-check + per-state-relationship-laws-FRR-cross-check + per-causal-vs-correlation-disambiguation + per-confidence-interval-presentation + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought.
Per-canonical-FBC-feedback + per-audit-trail + per-cross-skill-handoff — per-realized-vs-projected-revenue + per-foot-traffic + per-cannibalization + per-competitor-density-drift-detection + per-white-space-evaporation-detection + per-XGBoost-LightGBM-CatBoost-recalibration + per-Transformer-recalibration + per-Bayesian-prior-recalibration + per-projected-revenue-recalibration + per-Voronoi-tessellation-recalibration + per-Reilly-Huff-Converse-Christaller-gravity-recalibration + per-pattern-learning + per-emerging-competitor-detection + per-emerging-zoning-change-detection + per-emerging-real-estate-cost-shift-detection + per-per-territory-canonical-audit-record + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-12 + per-FDD-Item-17 + per-FDD-Item-19-FPR + per-state-relationship-laws-FRR + per-CA-FIL + per-MI-Franchise-Investment-Law + per-CT-Business-Opportunity-Investment-Act + per-FL-Franchise-Misrepresentation-Act + per-ADA-Title-III + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-FDD-mandated-3-year-FTC-record-retention + per-handoff-to-12-sibling-skills.

Why per-vendor-Esri-Tapestry-account-flat-territory-map breaks at multi-state franchise-development scale

Per-vendor-Esri-Tapestry-canonical-account-flat-territory-map ships per-account per-flat-territory-map primitive. Per-vendor-ArcGIS-Business-Analyst + Sites-USA + Tango-Analytics + Buxton + Mapping-Analytics + Kalibrate + Pitney-Bowes-Mapinfo + SiteZeus + eSite-Analytics + RetailStat + Smart-Site-Synergos-Technologies + Modern-Realty-Intelligence-canonical-account-flat-territory-map ship per-vendor per-native account-flat-territory-map primitives.

At 1-account-1-flat-territory-map scale per-account per-flat-territory-map primitive is enough. At multi-state franchise-development scale per-per-territory-trade-area-polygon-resolution-spec + per-per-territory-competitor-density-score-spec + per-per-territory-white-space-score-spec + per-per-territory-site-suitability-compliance-gate-spec + per-per-territory-multi-LLM-pre-publish-check + per-per-territory-FBC-feedback-loop + per-per-territory-audit-trail.

Per-account-flat-territory-map + per-per-territory-trade-area-polygon-resolution-blind + per-per-territory-competitor-density-score-blind + per-per-territory-white-space-score-blind + per-per-territory-site-suitability-compliance-gate-blind + per-per-territory-multi-LLM-pre-publish-blind + per-per-territory-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-multi-location-substantiation-blind + per-FDD-Item-12-territory-blind + per-FDD-Item-17-renewal-termination-transfer-blind + per-FDD-Item-19-FPR-blind + per-state-relationship-laws-FRR-blind + per-CA-FIL-blind + per-MI-Franchise-Investment-Law-blind + per-CT-Business-Opportunity-Investment-Act-blind + per-FL-Franchise-Misrepresentation-Act-blind + per-ADA-Title-III-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-NIST-AI-RMF-blind + per-FDD-mandated-3-year-FTC-record-retention-blind.

The operator-side architecture above per-vendor-flat-territory-map primitive is canonical-per-territory-trade-area-polygon-resolution-spec + per-per-territory-competitor-density-score-spec + per-per-territory-white-space-score-spec + per-per-territory-site-suitability-compliance-gate-spec + per-per-territory-multi-LLM-pre-publish-check + per-per-territory-FBC-feedback-loop + per-per-territory-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-site-selection-territory-mapping-vendor

Esri Tapestry, ArcGIS Business Analyst, Sites USA, Tango Analytics, Buxton, Mapping Analytics, Kalibrate, Pitney Bowes Mapinfo, SiteZeus, eSite Analytics, RetailStat, Smart Site (Synergos Technologies), Modern Realty Intelligence, MapInfo Pro, Maptitude (Caliper), eSpatial, Maptive, BatchGeo. Per-account per-flat-territory-map primitive. Per-canonical-per-territory-trade-area-polygon-resolution-canonical-per-territory-competitor-density-score-canonical-per-territory-white-space-score-canonical-per-territory-site-suitability-compliance-gate-canonical-per-territory-multi-LLM-pre-publish-canonical-per-territory-FBC-feedback-canonical-per-territory-audit-trail is not the primitive.

Per-platform per-foot-traffic-mobility-vendor

Placer.ai, SafeGraph, Foursquare, UberMedia, Cuebiq, X-Mode, Veraset, Spectus.ai (Cuebiq), Near Intelligence, AirSage, StreetLight Data, INRIX, Locomizer, AccuWeather Mobile. Per-account per-flat-mobility-pattern primitive. Per-canonical-per-territory-radius-polygon-FFI-canonical-per-territory-drive-time-isochrone-handoff-canonical-per-territory-DMA-overlay-canonical-per-territory-MSA-overlay-canonical-per-territory-trading-area-overlap-detection-canonical-per-territory-Voronoi-tessellation-canonical-per-territory-Reilly-Huff-Converse-Christaller-gravity-canonical-per-territory-zoning-overlay-handoff-canonical-per-territory-traffic-AADT-handoff-canonical-per-territory-polygon-version-pointer-canonical-per-territory-polygon-confidence-tier-canonical-per-territory-polygon-explainability is not the primitive.

Per-platform per-competitor-discovery-vendor

Google Maps Places API, Bing Maps Local Search, Apple Maps Connect, Yelp Fusion API, Tripadvisor API, OpenStreetMap Overpass, Foursquare Places API, Crunchbase, PitchBook, Owler, SimilarWeb, Comparably, Glassdoor. Per-account per-source per-flat-list primitive. Per-canonical-per-territory-competitor-discovery-canonical-per-territory-NAP-normalization-deduplication-pHash-Levenshtein-Jaro-Winkler-Soundex-canonical-per-territory-competitor-count-by-class-canonical-per-territory-density-index-per-square-mile-canonical-per-territory-density-XGBoost-LightGBM-CatBoost-ensemble-canonical-per-territory-density-deep-learning-Transformer-canonical-per-territory-density-Bayesian-posterior-canonical-per-territory-density-confidence-interval-canonical-per-territory-density-explainability-canonical-per-territory-cross-banner-cannibalization-risk is not the primitive.

Per-platform per-real-estate-zoning-vendor

CoStar, Reonomy, Black Knight, Zillow Research, LoopNet, CBRE, JLL, Cushman & Wakefield, Reonomy, Reonomy ATTOM, Realquest (CoreLogic), Roofstock, Crexi, CompStak. Per-account per-flat-real-estate-listing primitive. Per-canonical-per-territory-demographic-overlay-canonical-per-territory-psychographic-overlay-canonical-per-territory-spending-power-canonical-per-territory-mobility-pattern-Placer-SafeGraph-canonical-per-territory-anchor-tenant-co-tenancy-canonical-per-territory-real-estate-cost-CoStar-handoff-canonical-per-territory-zoning-permit-Black-Knight-handoff-canonical-per-territory-projected-revenue-XGBoost-LightGBM-CatBoost-ensemble-canonical-per-territory-projected-revenue-deep-learning-Transformer-canonical-per-territory-projected-revenue-Bayesian-posterior-canonical-per-territory-projected-revenue-confidence-interval-canonical-per-territory-projected-revenue-handoff-canonical-per-territory-white-space-score-confidence-tier-canonical-per-territory-white-space-score-explainability-canonical-per-territory-handoff-to-franchise-development-decision-spec-canonical-per-territory-handoff-to-fdd-territorial-protection-gating is not the primitive.

How the architecture is built

Per-portfolio per-banner per-territory per-canonical-trade-area-polygon-resolution-substrate. Per-radius-polygon + per-drive-time-isochrone-handoff + per-DMA-MSA-overlay + per-trading-area-overlap + per-Voronoi-tessellation + per-Reilly-Huff-Converse-Christaller-gravity + per-zoning-overlay-handoff + per-traffic-AADT-handoff + per-polygon-version-pointer + per-polygon-confidence-tier + per-polygon-explainability canonical-polygon.
Per-portfolio per-canonical-competitor-density-score-spec. Per-direct-indirect-emerging-competitor-class + per-9-multi-source-ingestion + per-NAP-normalization + per-pHash-Levenshtein-Jaro-Winkler-Soundex-deduplication + per-competitor-count-by-class + per-density-index-per-square-mile + per-XGBoost-LightGBM-CatBoost + per-Transformer + per-Bayesian-posterior + per-confidence-interval + per-density-explainability + per-cross-banner-cannibalization-risk canonical-density.
Per-portfolio per-canonical-white-space-score-spec. Per-demographic-overlay + per-psychographic-overlay + per-spending-power + per-mobility-pattern + per-anchor-tenant-co-tenancy + per-real-estate-cost-handoff + per-zoning-permit-handoff + per-projected-revenue-XGBoost-LightGBM-CatBoost + per-Transformer + per-Bayesian + per-confidence-interval + per-projected-revenue-MMM-handoff + per-white-space-confidence-tier + per-white-space-explainability + per-franchise-development-decision-handoff + per-fdd-territorial-protection-gating-handoff canonical-white-space.
Per-portfolio per-canonical-site-suitability-compliance-gate-spec. Per-OPA-Cedar-Casbin-Cerbos-Oso-site-suitability-policy-as-code + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-19-FPR + per-FDD-Item-12-territory-encroachment + per-FDD-Item-17-renewal-termination-transfer + per-state-relationship-laws-FRR + per-zoning-permit-compliance + per-ADA-Title-III + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-compliance-confidence-tier + per-compliance-explainability canonical-compliance.
Per-portfolio per-canonical-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-density-score-cross-check + per-white-space-score-cross-check + per-projected-revenue-claim-substantiation + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-19-FPR-cross-check + per-FDD-Item-12-territory-encroachment-cross-check + per-state-relationship-laws-FRR-cross-check + per-causal-vs-correlation-disambiguation + per-confidence-interval-presentation + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-FBC-feedback-loop. Per-realized-vs-projected-revenue + per-foot-traffic + per-cannibalization + per-competitor-density-drift-detection + per-white-space-evaporation-detection + per-XGBoost-LightGBM-CatBoost-recalibration + per-Transformer-recalibration + per-Bayesian-prior-recalibration + per-projected-revenue-recalibration + per-Voronoi-tessellation-recalibration + per-Reilly-Huff-Converse-Christaller-gravity-recalibration + per-pattern-learning + per-emerging-competitor-detection + per-emerging-zoning-change-detection + per-emerging-real-estate-cost-shift-detection canonical-FBC.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-territory-canonical-audit-record + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FDD-Item-12 + per-FDD-Item-17 + per-FDD-Item-19-FPR + per-state-relationship-laws-FRR + per-CA-FIL + per-MI-Franchise-Investment-Law + per-CT-Business-Opportunity-Investment-Act + per-FL-Franchise-Misrepresentation-Act + per-ADA-Title-III + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-FDD-mandated-3-year-FTC-record-retention canonical-audit.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-12-sibling-skills canonical-handoff.
Per-portfolio per-territory-analysis-market-scoring-agent-canonical-bundle. Per-competitor-density-territory-mapping + per-site-selection-software + per-franchise-territory-mapping + per-fdd-territorial-protection-gating + per-per-territory-demographic-overlay + per-per-territory-psychographic-overlay + per-per-territory-real-estate-overlay + per-per-territory-zoning-permit-overlay + per-per-territory-projected-revenue-overlay canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-territory-polygon-resolve-to-competitor-discover-to-NAP-normalize-dedup-to-density-score-XGBoost-Transformer-Bayesian-to-cross-banner-cannibalization-risk-resolve-to-demographic-psychographic-spending-power-mobility-anchor-tenant-real-estate-zoning-overlay-to-projected-revenue-ML-Transformer-Bayesian-to-white-space-score-resolve-to-site-suitability-compliance-gate-to-pre-publish-to-present-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-per-territory-polygon-rewind + per-per-territory-density-rewind canonical-replay.

Frequently asked questions

What is competitor-density territory mapping for franchise development at multi-state franchise-development scale?

Competitor-density territory mapping runs per-portfolio per-banner per-territory per-canonical-trade-area-polygon-resolution-spec (per-1-mile + per-3-mile + per-5-mile + per-10-mile-radius + per-15-minute-drive-time + per-30-minute-drive-time + per-DMA-overlay + per-MSA-overlay + per-trading-area-overlap + per-Voronoi-tessellation + per-canonical-polygon-shape) + per-canonical-per-territory-competitor-density-score-spec + per-canonical-per-territory-white-space-score-spec + per-canonical-per-territory-site-suitability-compliance-gate-spec + per-canonical-per-territory-multi-LLM-pre-publish-check + per-canonical-per-territory-FBC-feedback-loop + per-canonical-per-territory-audit-trail + per-portfolio audit-trail.

Why does per-vendor-Esri-Tapestry-canonical-account-flat-territory-map break at multi-state franchise-development scale?

Per-vendor-Esri-Tapestry-canonical-account-flat-territory-map ships per-account per-flat-territory-map primitive. Per-vendor-ArcGIS-Business-Analyst-canonical + per-Sites-USA-canonical + per-Tango-Analytics-canonical + per-Buxton-canonical + per-Mapping-Analytics-canonical + per-Kalibrate-canonical + per-Pitney-Bowes-Mapinfo-canonical + per-SiteZeus-canonical + per-eSite-Analytics-canonical + per-RetailStat-canonical + per-Smart-Site-Synergos-Technologies-canonical + per-Modern-Realty-Intelligence-canonical-account-flat-territory-map ship per-vendor per-native account-flat-territory-map primitives. At 1-account-1-flat-territory-map scale per-account per-flat-territory-map primitive is enough. At multi-state franchise-development scale per-canonical-per-territory-trade-area-polygon-resolution-spec + per-canonical-per-territory-competitor-density-score-spec + per-canonical-per-territory-white-space-score-spec + per-canonical-per-territory-site-suitability-compliance-gate-spec + per-canonical-per-territory-multi-LLM-pre-publish-check + per-canonical-per-territory-FBC-feedback-loop + per-canonical-per-territory-audit-trail.

How does per-territory trade-area-polygon-resolution + competitor-density-score work?

Per-portfolio per-banner per-territory per-canonical-trade-area-polygon-resolution-spec runs per-portfolio per-canonical-per-territory-radius-polygon-FFI-spec + per-canonical-per-territory-drive-time-isochrone-handoff-to-Google-Maps-Distance-Matrix-Mapbox-Isochrone-HERE-Routing-Esri-Network-Analyst + per-canonical-per-territory-DMA-overlay-Nielsen-DMA-Boundaries + per-canonical-per-territory-MSA-overlay-OMB-MSA-Boundaries + per-canonical-per-territory-trading-area-overlap-detection + per-canonical-per-territory-Voronoi-tessellation-handoff + per-canonical-per-territory-Reilly-Huff-Converse-Christaller-gravity-spec + per-canonical-per-territory-zoning-overlay-handoff-to-Black-Knight-zoning-permits-Zillow-research + per-canonical-per-territory-traffic-AADT-handoff-to-DOT-CalTrans-INRIX-StreetLight + per-canonical-per-territory-polygon-version-pointer + per-canonical-per-territory-polygon-confidence-tier + per-canonical-per-territory-polygon-explainability. Per-canonical-per-territory-competitor-density-score-spec runs per-portfolio per-canonical-per-territory-competitor-discovery (per-direct-NAICS-SIC + per-indirect-substitute + per-emerging-Crunchbase-PitchBook + per-multi-source-ingestion: per-Google-Maps-Places-API + per-Bing-Maps-Local-Search + per-Apple-Maps-Connect + per-Yelp-Fusion-API + per-Tripadvisor-API + per-OpenStreetMap-Overpass + per-Foursquare-Places-API + per-Placer.ai-Places + per-SafeGraph-Places + per-canonical-source) + per-canonical-per-territory-NAP-normalization-deduplication-pHash-Levenshtein-Jaro-Winkler-Soundex + per-canonical-per-territory-competitor-count-by-class + per-canonical-per-territory-density-index-per-square-mile + per-canonical-per-territory-density-XGBoost-LightGBM-CatBoost-ensemble + per-canonical-per-territory-density-deep-learning-Transformer + per-canonical-per-territory-density-Bayesian-posterior + per-canonical-per-territory-density-confidence-interval + per-canonical-per-territory-density-explainability + per-canonical-per-territory-cross-banner-cannibalization-risk-spec (per-multi-banner-portfolio).

What does per-territory white-space-score + site-suitability-compliance-gate work?

Per-portfolio per-banner per-territory per-canonical-white-space-score-spec runs per-portfolio per-canonical-per-territory-demographic-overlay (per-Esri-Tapestry + per-Census-ACS + per-Nielsen-Claritas-PRIZM + per-Acxiom-Personicx + per-Experian-Mosaic + per-canonical-segmentation) + per-canonical-per-territory-psychographic-overlay + per-canonical-per-territory-spending-power-spec + per-canonical-per-territory-mobility-pattern-Placer-SafeGraph + per-canonical-per-territory-anchor-tenant-co-tenancy + per-canonical-per-territory-real-estate-cost-CoStar-handoff + per-canonical-per-territory-zoning-permit-Black-Knight-handoff + per-canonical-per-territory-projected-revenue-XGBoost-LightGBM-CatBoost-ensemble + per-canonical-per-territory-projected-revenue-deep-learning-Transformer + per-canonical-per-territory-projected-revenue-Bayesian-posterior + per-canonical-per-territory-projected-revenue-confidence-interval + per-canonical-per-territory-projected-revenue-handoff-to-mmm-driven-budget-recommendation (sibling build-pillar at /how-to-build-per-location-mmm-driven-budget-recommendation-engine) + per-canonical-per-territory-white-space-score-confidence-tier + per-canonical-per-territory-white-space-score-explainability + per-canonical-per-territory-handoff-to-franchise-development-decision-spec + per-canonical-per-territory-handoff-to-fdd-territorial-protection-gating (sibling build-pillar at /how-to-build-fdd-territorial-protection-gating-for-multi-state-franchise-development). Per-canonical-per-territory-site-suitability-compliance-gate-spec runs per-portfolio per-canonical-per-territory-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-site-suitability-policy-as-code + per-canonical-per-territory-FTC-substantiation-doctrine + per-canonical-per-territory-FTC-MARS-multi-location-substantiation + per-canonical-per-territory-FDD-Item-19-financial-performance-representation + per-canonical-per-territory-FDD-Item-12-territory-encroachment-check + per-canonical-per-territory-FDD-Item-17-renewal-termination-transfer + per-canonical-per-territory-state-relationship-laws-FRR (per-California-FIL + per-Michigan-Franchise-Investment-Law + per-Connecticut-Business-Opportunity-Investment-Act + per-Florida-Franchise-Misrepresentation-Act + per-canonical-FRR) + per-canonical-per-territory-zoning-permit-compliance-check + per-canonical-per-territory-ADA-Title-III-accessibility-check + per-canonical-per-territory-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-canonical-per-territory-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-territory-NIST-AI-RMF + per-canonical-per-territory-compliance-confidence-tier + per-canonical-per-territory-compliance-explainability.

What does per-territory multi-LLM-pre-publish + FBC-feedback + cross-skill-handoff do?

Per-portfolio per-territory per-canonical-multi-LLM-pre-publish-check runs per-portfolio per-canonical-multi-LLM-ensemble (per-GPT-4o + per-Claude-Sonnet + per-Gemini-Pro per-canonical-LLM) + per-canonical-per-territory-LLM-density-score-cross-check + per-canonical-per-territory-LLM-white-space-score-cross-check + per-canonical-per-territory-LLM-projected-revenue-claim-substantiation + per-canonical-per-territory-LLM-FTC-substantiation-doctrine + per-canonical-per-territory-LLM-FTC-MARS + per-canonical-per-territory-LLM-FDD-Item-19-FPR-cross-check + per-canonical-per-territory-LLM-FDD-Item-12-territory-encroachment-cross-check + per-canonical-per-territory-LLM-state-relationship-laws-FRR-cross-check + per-canonical-per-territory-LLM-causal-vs-correlation-disambiguation + per-canonical-per-territory-LLM-confidence-interval-presentation + per-canonical-per-territory-LLM-confidence-scoring + per-canonical-per-territory-LLM-self-consistency-cross-check + per-canonical-per-territory-LLM-chain-of-thought-extraction. Per-canonical-per-territory-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-territory-realized-revenue-vs-projected + per-canonical-FBC-per-territory-realized-foot-traffic-vs-projected + per-canonical-FBC-per-territory-realized-cannibalization-vs-projected + per-canonical-FBC-per-territory-realized-competitor-density-drift-detection + per-canonical-FBC-per-territory-realized-white-space-evaporation-detection + per-canonical-FBC-per-territory-density-XGBoost-LightGBM-CatBoost-recalibration + per-canonical-FBC-per-territory-density-Transformer-recalibration + per-canonical-FBC-per-territory-density-Bayesian-prior-recalibration + per-canonical-FBC-per-territory-projected-revenue-recalibration + per-canonical-FBC-per-territory-Voronoi-tessellation-recalibration + per-canonical-FBC-per-territory-Reilly-Huff-Converse-Christaller-gravity-recalibration + per-canonical-FBC-per-territory-pattern-learning + per-canonical-FBC-per-territory-emerging-competitor-detection + per-canonical-FBC-per-territory-emerging-zoning-change-detection + per-canonical-FBC-per-territory-emerging-real-estate-cost-shift-detection. Per-canonical-per-territory-cross-skill-handoff runs per-portfolio per-canonical-per-territory-handoff-to-site-selection-software (parent commercial pillar at /site-selection-software) + per-canonical-per-territory-handoff-to-franchise-territory-mapping (sibling commercial at /franchise-territory-mapping) + per-canonical-per-territory-handoff-to-fdd-territorial-protection-gating (sibling build-pillar) + per-canonical-per-territory-handoff-to-per-location-competitive-density-mapping (sibling build-pillar at /how-to-build-per-location-competitive-density-mapping-for-multi-location-franchise-development) + per-canonical-per-territory-handoff-to-per-location-mmm-driven-budget-recommendation-engine (sibling build-pillar) + per-canonical-per-territory-handoff-to-routing-audit-trail (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-territory-handoff-to-versioned-history-regulatory-defense (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-territory-handoff-to-integration-health-monitoring (sibling build-pillar at /how-to-build-marketing-stack-integration-health-for-multi-vendor-campaign-operations) + per-canonical-per-territory-handoff-to-per-location-metric-ingestion (sibling build-pillar at /how-to-build-per-location-metric-ingestion-across-10-15-sources-per-location) + per-canonical-per-territory-handoff-to-attribution-rollup (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting) + per-canonical-per-territory-handoff-to-customer-data-graph + per-canonical-per-territory-handoff-to-brand-voice-management + per-canonical-per-territory-handoff-to-forbidden-phrase-library.

What does per-territory audit-trail + per-territory-analysis-market-scoring-agent-canonical-bundle do?

Per-portfolio per-territory per-canonical-audit-trail runs per-portfolio per-canonical-per-territory-canonical-audit-record (per-territory-mapping-run-ID + per-banner-pointer + per-territory-polygon-snapshot + per-radius-polygon-snapshot + per-drive-time-isochrone-snapshot + per-DMA-MSA-overlay-snapshot + per-trading-area-overlap-snapshot + per-Voronoi-tessellation-snapshot + per-Reilly-Huff-Converse-Christaller-gravity-snapshot + per-zoning-overlay-snapshot + per-traffic-AADT-snapshot + per-polygon-version-pointer + per-polygon-confidence-tier + per-polygon-explainability + per-competitor-discovery-snapshot + per-NAP-normalization-deduplication-snapshot + per-competitor-count-by-class-snapshot + per-density-index-per-square-mile-snapshot + per-density-XGBoost-LightGBM-CatBoost-snapshot + per-density-Transformer-snapshot + per-density-Bayesian-posterior-snapshot + per-density-confidence-interval-snapshot + per-density-explainability-snapshot + per-cross-banner-cannibalization-risk-snapshot + per-demographic-overlay-snapshot + per-psychographic-overlay-snapshot + per-spending-power-snapshot + per-mobility-pattern-snapshot + per-anchor-tenant-co-tenancy-snapshot + per-real-estate-cost-snapshot + per-zoning-permit-snapshot + per-projected-revenue-XGBoost-LightGBM-CatBoost-snapshot + per-projected-revenue-Transformer-snapshot + per-projected-revenue-Bayesian-posterior-snapshot + per-projected-revenue-confidence-interval-snapshot + per-projected-revenue-handoff-snapshot + per-white-space-score-confidence-tier + per-white-space-score-explainability + per-franchise-development-decision-handoff-snapshot + per-fdd-territorial-protection-gating-handoff-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-site-suitability-policy-snapshot + per-compliance-gate-trace + per-multi-LLM-pre-publish-record + per-realized-revenue-vs-projected-record + per-realized-foot-traffic-vs-projected-record + per-realized-cannibalization-vs-projected-record + per-realized-competitor-density-drift-record + per-realized-white-space-evaporation-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS-multi-location-substantiation + per-canonical-FDD-Item-12-territory + per-canonical-FDD-Item-17-renewal-termination-transfer + per-canonical-FDD-Item-19-FPR + per-canonical-state-relationship-laws-FRR + per-canonical-California-FIL + per-canonical-Michigan-Franchise-Investment-Law + per-canonical-Connecticut-Business-Opportunity-Investment-Act + per-canonical-Florida-Franchise-Misrepresentation-Act + per-canonical-ADA-Title-III + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + per-canonical-SOC-2-Type-II + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-FDD-mandated-3-year-FTC-record-retention. Per-territory-analysis-market-scoring-agent-canonical-bundle integrates the competitor-density-territory-mapping skill with sibling skills on the same territory-analysis-market-scoring agent: per-canonical-competitor-density-territory-mapping (this skill) + per-canonical-site-selection-software (parent commercial pillar) + per-canonical-franchise-territory-mapping (sibling commercial) + per-canonical-fdd-territorial-protection-gating (sibling build-pillar) + per-canonical-per-territory-demographic-overlay (sibling) + per-canonical-per-territory-psychographic-overlay (sibling) + per-canonical-per-territory-real-estate-overlay (sibling) + per-canonical-per-territory-zoning-permit-overlay (sibling) + per-canonical-per-territory-projected-revenue-overlay (sibling). Per-canonical-end-to-end-SLA runs per-canonical-per-territory-polygon-resolve-to-competitor-discover-to-NAP-normalize-dedup-to-density-score-XGBoost-Transformer-Bayesian-to-cross-banner-cannibalization-risk-resolve-to-demographic-psychographic-spending-power-mobility-anchor-tenant-real-estate-zoning-overlay-to-projected-revenue-ML-Transformer-Bayesian-to-white-space-score-resolve-to-site-suitability-compliance-gate-to-pre-publish-to-present-to-FBC-SLA canonical-SLA.

Engage the territory-analysis-market-scoring agent

Per-portfolio per-banner per-territory per-canonical-trade-area-polygon-resolution-spec + per-canonical-competitor-density-score-spec + per-canonical-white-space-score-spec + per-canonical-site-suitability-compliance-gate-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-site-selection-territory-mapping-vendor + per-foot-traffic-mobility-vendor + per-competitor-discovery-vendor + per-real-estate-zoning-vendor primitive.

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