How to build CRE listing ingestion for territory evaluation pipelines

The 4-skill bundle on the cre-listing-ingestion agent

One agent. Four coordinated skills. The Crawl + Geocode + Score + Audit bundle runs above the CRE-listing + brokerage + per-parcel + per-municipality-zoning + EPA Phase I/II + ADA substrate and writes one canonical per- territory per-listing site-evaluation record.

Compliance overlay

Five anchors run per-listing per-territory before any site-evaluation distributes to development-pipeline decision systems. The first anchor is operationally distinctive: per-territory FDD Item 12 + per-municipality zoning/CUP/variance + per-FAA airspace + EPA Phase I/II ESA + ADA Title III + IBC/IFC/NFPA converge on every site- evaluation decision.

FAQ

What is CRE listing ingestion for territory evaluation pipelines — and what is the per-territory-FDD-Item-12-times-per-municipality-zoning-CUP-variance-times-per-FAA-airspace-times-EPA-Phase-I-II-ESA-times-ADA-Title-III-times-FASB-ASC-842-leases problem distinctive to this skill?

A multi-unit franchisor with 80-300 franchisees and active development pipeline ships 100-2,000 CRE listings per month across 8-12 CRE-listing platforms (LoopNet + CoStar + Crexi + Reonomy + RealMassive + CompStak + Yardi + Cherre + Skyline AI + Buildout + Apto) + brokerage exclusive-listings (JLL + CBRE + Cushman & Wakefield + Colliers + Newmark + Marcus & Millichap + Lee & Associates + SVN + Avison Young + Kidder Mathews + NAI Global). Each listing requires per-territory FDD Item 12 protected-territory check + per-franchisor 5-mile/10-mile radius rule + per-municipality zoning + per-municipality conditional-use-permit (CUP) + per-municipality variance + per-FAA airspace + EPA Phase I Environmental Site Assessment (ESA) + ADA Title III accessibility + FASB ASC 842 lease-accounting check before site-evaluation scoring. The four-skill bundle on the cre-listing-ingestion agent — Crawl, Geocode, Score, Audit — sits above the CRE-listing + brokerage + per-parcel + per-municipality-zoning + EPA Phase I/II + ADA substrate (LoopNet + CoStar + Crexi + Reonomy + RealMassive + CompStak + Yardi + JLL + CBRE + Cushman & Wakefield + Colliers + Newmark + ATTOM Data + CoreLogic + ParcelQuest + DataTree + Esri ArcGIS + MapBox + SafeGraph + Placer.ai) and writes a per-territory per-listing canonical site-evaluation record. The operationally distinctive anchor: per-territory CRE listing ingestion + per-brokerage exclusive-listing + per-territory FDD Item 12 protected territory + per-franchisor protected/non-protected territory + per-franchisee territory boundary + per-franchisor 5-mile/10-mile radius rules + per-territory site-criteria (visibility + ingress/egress + traffic-count + curb-cut + median + signal + co-tenancy + anchor-tenant + parking-ratio + drive-through-feasibility + signage-allowed + per-vertical-requirements) + per-territory parcel data + per-municipality zoning (R-1 + R-2 + R-3 + C-1 + C-2 + C-3 + C-4 + I-1 + I-2 + Mixed-Use + PUD + per-municipality CUP + variance + setback + FAR + lot-coverage + parking-minimum + drive-through + hours-of-operation + signage + outdoor-seating + per-state alcohol/ proximity-restriction) + per-FAA Part 77 airspace + Part 139 airport-zoning + OE/AAA + per-USACE Section 404 wetlands + per-NEPA + EPA Phase I ESA ASTM E1527-21 + EPA Phase II ESA ASTM E1903-19 + RCRA + CERCLA + Brownfields + per-state DEQ + UST + DEC + Lead-Based Paint RRP + Mold + Radon + Asbestos AHERA + Vapor Intrusion + CAA + CWA + ADA Title III + ANSI A117.1 + IBC + IFC + IMC + IPC + NFPA 1/13/70/101.

Why do LoopNet + CoStar + Crexi + JLL + CBRE + Cushman & Wakefield + Colliers + ATTOM + CoreLogic break at multi-unit-franchise-territory-evaluation-pipeline scale?

Each CRE-listing + brokerage + per-parcel vendor ships per-account flat listing primitive at single-platform level. None coordinates per-territory per-listing site-evaluation against per-territory FDD Item 12 protected territory + per-franchisor 5-mile/10-mile radius + per-municipality zoning + per-municipality conditional-use-permit (CUP) + per-municipality variance + per-FAA airspace + per-USACE wetlands + EPA Phase I/II ESA + RCRA + CERCLA + Brownfields + per-state DEQ + ADA Title III + ANSI A117.1 + IBC + IFC + IMC + IPC + NFPA + per-state amendments. None handles FASB ASC 842 lease-accounting + RESPA + Fair Housing Act + per-state real estate license + per-state alcohol/ proximity-restriction convergence. None gates against EU AI Act Article 50 transparency when AI-ML territory scoring + Article 22 automated decision-making consent when AI-ML drives capital allocation. None enforces SOX 302/404/906 when public-company franchisor material. None writes a per-territory per-listing WORM site-evaluation audit trail. The four-skill bundle Crawl + Geocode + Score + Audit sits above the CRE-listing + brokerage + per-parcel + per-municipality-zoning + EPA Phase I/II + ADA substrate — it does not replace it.

How does Crawl + Geocode work?

Crawl runs per-CRE-listing platform per-day ingestion (LoopNet + CoStar + Crexi + Reonomy + RealMassive + CompStak + Yardi + Cherre + Skyline AI + Buildout + Apto + ClientLook + CommissionTrac + Lightbox) + per-brokerage exclusive-listing ingestion (JLL + CBRE + Cushman & Wakefield + Colliers + Newmark + Marcus & Millichap + Lee & Associates + SVN + Avison Young + Kidder Mathews + NAI Global) with per-source DPA + per-API rate-limit + per-source ToS scraping-policy compliance + per-vendor LLM zero-retention. Per-listing normalization: lease-vs-purchase + square-footage + asking-rent-PSF + asking-purchase-PSF + lease-term + TI (Tenant Improvement) allowance + free-rent + escalator + NNN/Gross/Modified Gross + per-listing photo-metadata + per-listing floor-plan. Geocode runs per-listing geocoding via Esri ArcGIS + MapBox + Foursquare per-address geocoding API + per-parcel reverse-geocoding via ATTOM Data + CoreLogic + ParcelQuest + DataTree (per-parcel owner + per-parcel assessor + per-parcel tax + per-parcel zoning + per-parcel flood-zone FEMA SFHA + per-parcel wetlands + per-parcel easement + per-parcel covenant + per-parcel deed restriction). Per-listing per-territory FDD Item 12 protected-territory check + per-franchisor 5-mile/10-mile radius computation + per-franchisee territory boundary lookup. Per-listing per-municipality zoning + per-municipality CUP + variance + setback + FAR + lot-coverage + parking-minimum + drive-through + signage + outdoor-seating lookup. Per-listing per-state alcohol/ proximity-restriction check.

What does Score + Audit do?

Score runs per-listing per-territory site-evaluation scoring: per-listing visibility + ingress/egress + traffic-count + curb-cut + median + signal + co-tenancy + anchor-tenant + parking-ratio + drive-through-feasibility + signage-allowed + per-vertical-requirements. Per-listing FDD Item 12 territorial-rights compatibility + per-franchisor 5-mile/10-mile radius check + per-municipality zoning compatibility + per-municipality CUP/variance availability + per-FAA airspace check + per-USACE Section 404 wetlands check + per-NEPA check + EPA Phase I ESA needed/recommended + EPA Phase II ESA risk + RCRA + CERCLA + Brownfields check + per-state DEQ + UST + DEC + Lead-Based Paint RRP + Mold + Radon + Asbestos AHERA + Vapor Intrusion check + ADA Title III + ANSI A117.1 accessibility check + IBC + IFC + IMC + IPC + NFPA 1/13/70/101 + per-state amendments compliance check. Per-listing per-territory severity classification: P0 FDD Item 12 protected-territory violation immediate + P1 per-municipality zoning prohibition 72-hour + P2 EPA Phase II ESA risk 7-day + P3 ADA Title III noncompliance 30-day + P4 docs-only. Gate runs 5 anchors per-listing per-territory before any site-evaluation distributes to development-pipeline decision systems. (1) Per-territory CRE listing + per-brokerage exclusive-listing + per-territory FDD Item 12 + per-franchisor 5-mile/10-mile + per-territory site-criteria + per-territory parcel + per-municipality zoning + CUP + variance + setback + FAR + lot-coverage + parking + drive-through + hours-of-operation + signage + outdoor-seating + per-state alcohol/ proximity-restriction + per-FAA Part 77 airspace + Part 139 + OE/AAA + per-USACE Section 404 wetlands + per-NEPA + EPA Phase I ESA ASTM E1527-21 + Phase II ESA ASTM E1903-19 + RCRA + CERCLA + Brownfields + per-state DEQ + UST + DEC + Lead-Based Paint RRP + Mold + Radon + Asbestos AHERA + Vapor Intrusion + CAA + CWA + ADA Title III + ANSI A117.1 + IBC + IFC + IMC + IPC + NFPA 1/13/70/101 + per-state amendments. (2) FDD Item 12 + 15-state franchise + per-state UDTPA + FTC Section 5 + Lanham + USPTO + per-state real estate license + RESPA + Fair Housing Act. (3) HIPAA when health/wellness franchise territory + FINRA Rule 2210 when financial-services franchise + SEC Regulation FD + per-state professional licensing. (4) EU AI Act Article 50 transparency when AI-ML territory scoring + Article 13/14/15 + Annex III when AI-ML territory scoring drives capital allocation + 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 + SOX 302/404/906 when public-company franchisor material + COSO + Exchange Act 13(b)(2) + FASB ASC 842 leases + SEC Reg S-K. Audit writes a per-listing per-territory WORM site-evaluation record: per-listing snapshot + per-territory FDD Item 12 resolution + per-municipality zoning/CUP/variance result + per-FAA airspace result + EPA Phase I/II ESA needed-flag + ADA Title III result + IBC/IFC/NFPA 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 cre-listing-ingestion agent and across the swarm?

On the cre-listing-ingestion agent: per-territory CRE-listing ingestion + per-territory site-evaluation scoring + per-territory FDD Item 12 protected-territory check. Across the swarm: per-location competitive-density mapping for multi-location franchise development (same FDD Item 12 substrate) + per-location visitor-intent enrichment for franchise lead routing (#602 same FDD Item 12 + per-franchisor 5-mile/10-mile substrate) + per-location compliant social drafting (#598 same per-franchisor brand-standards substrate) + integration-drift-monitor agent (#562 + #569 + #570) + tiered pre-filter deterministic gates + per-state-overlay-composer (#599 UPSTREAM canonical for per-state real estate license + RESPA + Fair Housing per-state + per-state alcohol/ proximity) + per-vertical compliance overlay. Commercial-pillar parent: /franchise-development-pipeline.

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-territory per-listing CRE-listing-ingestion coverage — territories covered + CRE-listing platforms ingested + brokerage exclusive-listings ingested + per-parcel data resolved. Workstream 2: Crawl per-CRE-listing-platform per-brokerage ingestion flow — per-source DPA + per-API rate-limit + per-source ToS compliance + per-listing normalization. Workstream 3: Geocode per-listing geocoding flow — Esri ArcGIS + MapBox + Foursquare + ATTOM + CoreLogic + ParcelQuest reverse-geocoding + per-parcel data lookup + per-territory FDD Item 12 + per-municipality zoning lookup. Workstream 4: Score per-listing per-territory site-evaluation flow — per-listing visibility + ingress/egress + traffic + co-tenancy + parking + drive-through + signage + FDD + zoning + CUP + FAA + USACE + EPA Phase I/II + ADA + IBC/IFC/NFPA evaluation. Workstream 5: Regulatory-defense audit coverage — per-territory FDD Item 12 + per-municipality zoning/CUP/variance + per-FAA airspace + EPA Phase I/II ESA + RCRA + CERCLA + Brownfields + ADA Title III + IBC/IFC/NFPA + FASB ASC 842 leases + EU AI Act Article 50 + SOX. Workstream 6: FBC feedback-loop pattern-learning — per-territory per-listing realized-vs-predicted site-evaluation + per-EPA Phase II enforcement retrospective + per-municipality CUP/variance outcome retrospective.

Related reading

• Parent commercial pillar: franchise development pipeline
• Sibling build-pillar: per-location competitive density mapping for franchise development (same FDD Item 12 substrate)
• Sibling build-pillar: per-location visitor-intent enrichment for franchise lead routing (#602 same FDD Item 12 + per-franchisor 5-mile/10-mile substrate)
• Sibling build-pillar: per-state overlay configuration (#599 UPSTREAM canonical for per-state real estate + RESPA + Fair Housing + per-state alcohol/ proximity)
• Fractional CMO with AI Swarm
• AI Readiness Assessment