{ "index": "lodestar-chicago-hvac", "edition": "draft-v0.7-multimodel-pilot", "edition_as_of": "2026-09-03", "status": "DRAFT \u2014 a staging edition, not a published Lodestar Stamp record. Visibility = multimodel pilot: ChatGPT 20 + Gemini 20 + Perplexity 20 = 60 cells; Claude not fielded. Gemini surface caveat: PILOT-01\u201303 logged-in Work vs 04\u201320 unsigned Flash-Lite. Perplexity unsigned Free. Readiness = stabilized dual-pass probe (v1.0.1). Ground truth pending.", "methodology_version": "1.0-draft + 1.0.1 probe protocol", "fielded": { "probe": "2026-08-11 (dual-pass stabilized)", "visibility_pilot": "2026-08-12 multimodel: ChatGPT 20 + Gemini 20 + Perplexity 20 = 60 cells; Claude not fielded. Gemini: PILOT-01\u201303 logged-in Work vs 04\u201320 unsigned Flash-Lite. Perplexity unsigned Free." }, "pillars_this_edition": { "visibility": "0-40 from multimodel pilot battery (ChatGPT+Gemini+Perplexity, 60 cells)", "readiness": "0-25 of 35 pillar from probe (robots, llms.txt, sitemap, schema.org, MCP verify)", "ground_truth": "0 of 25 \u2014 pending", "total_display": "fielded score shown as /65 this edition; ground truth is 0/25 pending" }, "independence": "Payment never touches the record. Receipts are free and public for every business.", "attribution": "Lodestar Stamp (lodestarstamp.com)", "generated_at": "2026-09-04T01:02:02.894536+00:00", "coverage": { "market": "chicago-hvac", "companies": 58, "real": { "not_published": 29, "verified": 29 }, "at_that_address": { "not_published": 56, "verified": 2 }, "licensed": { "not_published": 29, "verified": 29 } }, "companies": [ { "name": "Hero Air", "domain": "myheroair.com", "scorecard": "/companies/myheroair-com.html", "visibility_0_40": 7.53, "readiness_0_25": 15, "ground_truth_0_25": 0, "mentions": 5, "signals": { "robots": "ai_explicit", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "HERO AIR INC. \u2014 Regulated Business License, license number 3015489, term license_id 3015489, status AAI, issued 2025-02-25, expires 2027-03-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3015489", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "high" }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "verified", "value": "Regulated Business License, license number 3015489, term license_id 3015489, status AAI, business activity \"Heating, Ventilation and Air Conditioning Services - Residential\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3015489", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "high" } } }, "receipt_hash": "06159ccf0f1d072cb942e0d7b0948277bf0a12bb29f07021633769daf6fd542f" }, { "name": "Eco Temp HVAC", "domain": "ecotemphvac.com", "scorecard": "/companies/ecotemphvac-com.html", "visibility_0_40": 7.36, "readiness_0_25": 15, "ground_truth_0_25": 0, "mentions": 11, "signals": { "robots": "standard", "llms_txt": "yes", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null } } }, "receipt_hash": "7d89c3ac42e0aeff1ba010e8ad988402f01a0b5bbf87353060ba98a6d309f20e" }, { "name": "Oasis Plumbing, Heating & Cooling", "domain": "oasisheating.com", "scorecard": "/companies/oasisheating-com.html", "visibility_0_40": 7.22, "readiness_0_25": 15, "ground_truth_0_25": 0, "mentions": 9, "signals": { "robots": "standard", "llms_txt": "yes", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "OASIS HEATING & COOLING, INC. OF IL. \u2014 Limited Business License, license number 1800480, term license_id 3003961, status AAI, issued 2024-12-19, expires 2027-02-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3003961", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "verified", "value": "Limited Business License, license number 1800480, term license_id 3003961, status AAI, business activity \"\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3003961", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" } } }, "receipt_hash": "b6a7f0d24e31f8c52d0997d84a223d8f0d91566ee332af7517ffbd4540898bd1" }, { "name": "Browns Heating & Cooling", "domain": "brownshvac.net", "scorecard": "/companies/brownshvac-net.html", "visibility_0_40": 6.25, "readiness_0_25": 15, "ground_truth_0_25": 0, "mentions": 3, "signals": { "robots": "standard", "llms_txt": "yes", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "BROWNS HEATING & COOLING, LLC \u2014 Regulated Business License, license number 2487816, term license_id 2986333, status AAI, issued 2024-11-12, expires 2026-10-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=2986333", "verified_on": "2026-09-03", "expires_on": "2026-10-15", "confidence": "high" }, "at_that_address": { "state": "verified", "value": "Name, address and phone identical on every surface that publishes a value - own site text, Google Business Profile, BBB and YellowPages; own JSON-LD publishes neither address nor phone", "instrument": "nap-four-surface", "source_url": "https://lodestarindex.com/methodology.html#nap", "verified_on": "2026-08-24", "expires_on": "2026-09-23", "confidence": "high" }, "licensed": { "state": "verified", "value": "Regulated Business License, license number 2487816, term license_id 2986333, status AAI, business activity \"Home Repair Services (Home Based Business)\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=2986333", "verified_on": "2026-09-03", "expires_on": "2026-10-15", "confidence": "high" } } }, "receipt_hash": "7e8a2a492607d342c1f3186e65ebac890bc34e084850ec013756b2e79f95bf8b" }, { "name": "American Vintage Home", "domain": "americanvintagehome.com", "scorecard": "/companies/americanvintagehome-com.html", "visibility_0_40": 10.62, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 13, "signals": { "robots": "standard", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "AMERICAN VINTAGE HOME HEATING AND AIR CONDITIONING, INC. \u2014 Regulated Business License, license number 2205261, term license_id 3012068, status AAI, issued 2025-02-18, expires 2027-04-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3012068", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "verified", "value": "Regulated Business License, license number 2205261, term license_id 3012068, status AAI, business activity \"Home Repair Services\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3012068", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" } } }, "receipt_hash": "7ab84ddc4e628b6386742bf69dc102b20cf95179805265910e90c4f341491f73" }, { "name": "Elite HVACS Heating & Air", "domain": "elitehvacs.com", "scorecard": "/companies/elitehvacs-com.html", "visibility_0_40": 10.51, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 3, "signals": { "robots": "standard", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "ELITE HVAC'S INC. \u2014 Regulated Business License, license number 2652611, term license_id 3009777, status AAI, issued 2025-04-01, expires 2027-03-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3009777", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "verified", "value": "Regulated Business License, license number 2652611, term license_id 3009777, status AAI, business activity \"Heating, Ventilation and Air Conditioning Services - Residential\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3009777", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" } } }, "receipt_hash": "06bca10b203a024ca800671df1fa8c6008e4bc81bc5d361a7193e275e63e7661" }, { "name": "Four Seasons Heating, Air Conditioning, Plumbing & Electric", "domain": "fourseasonsheatingcooling.com", "scorecard": "/companies/fourseasonsheatingcooling-com.html", "visibility_0_40": 10.38, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 40, "signals": { "robots": "standard", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "FOUR SEASONS HEATING & AIR CONDITIONING, LLC \u2014 Limited Business License, license number 1798797, term license_id 3070347, status AAI, issued 2026-03-17, expires 2028-04-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3070347", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "verified", "value": "Limited Business License, license number 1798797, term license_id 3070347, status AAI, business activity \"Heating, Ventilation and Air Conditioning Services - Residential | Heating, Ventilation and Air Conditioning Services - Commercial\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3070347", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" } } }, "receipt_hash": "57e00dd22c692df9df417bfe03e8cde3794d7fc39a02cc139e49acd7784cea50" }, { "name": "Air-Rite Heating & Cooling", "domain": "air-rite.com", "scorecard": "/companies/air-rite-com.html", "visibility_0_40": 9.96, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 4, "signals": { "robots": "standard", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "AIR-RITE HEATING & COOLING \u2014 Regulated Business License, license number 2391672, term license_id 3012017, status AAI, issued 2025-04-14, expires 2027-04-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3012017", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "high" }, "at_that_address": { "state": "verified", "value": "Name, address and phone identical across own site text, own JSON-LD, Google Business Profile, BBB and YellowPages; GBP carries a business-confirmed badge. Values are the published source values - the site inserts a different tracking number into the rendered DOM", "instrument": "nap-four-surface", "source_url": "https://lodestarindex.com/methodology.html#nap", "verified_on": "2026-08-24", "expires_on": "2026-09-23", "confidence": "high" }, "licensed": { "state": "verified", "value": "Regulated Business License, license number 2391672, term license_id 3012017, status AAI, business activity \"Heating, Ventilation and Air Conditioning Services - Residential | Heating, Ventilation and Air Conditioning Services - Commercial\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3012017", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "high" } } }, "receipt_hash": "004de21ed32f598ae96947e98aa9ab0b2082fd7d8538a503c9ce33097129c734" }, { "name": "All Temp Heating & Air Conditioning", "domain": "alltemp.com", "scorecard": "/companies/alltemp-com.html", "visibility_0_40": 4.89, "readiness_0_25": 15, "ground_truth_0_25": 0, "mentions": 15, "signals": { "robots": "standard", "llms_txt": "yes", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "verified", "value": "ALL-TEMP CHICAGO HEATING & AIR \u2014 Regulated Business License, license number 2204670, term license_id 3032625, status AAI, issued 2025-07-07, expires 2027-08-15, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3032625", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "verified", "value": "Regulated Business License, license number 2204670, term license_id 3032625, status AAI, business activity \"Home Repair Services\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/resource/r5kz-chrr.json?license_id=3032625", "verified_on": "2026-09-03", "expires_on": "2026-12-02", "confidence": "medium" } } }, "receipt_hash": "8229fd8c45dc9a9dc810d0e02ce3f8836e8bf4267e1c0b2727fec2e114dee441" }, { "name": "Guardian Heating & Cooling Service", "domain": "guardianheatingandcooling.com", "scorecard": "/companies/guardianheatingandcooling-com.html", "visibility_0_40": 7.83, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 7, "signals": { "robots": "standard", "llms_txt": "yes", "sitemap": "yes", "schema": "no", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null } } }, "receipt_hash": "7d89c3ac42e0aeff1ba010e8ad988402f01a0b5bbf87353060ba98a6d309f20e" }, { "name": "City & Suburban Heating & Cooling", "domain": "citysuburbanheating.com", "scorecard": "/companies/citysuburbanheating-com.html", "visibility_0_40": 7.49, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 6, "signals": { "robots": "standard", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-09-03", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-09-03T21:00:00Z" }, "fields": { "real": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "at_that_address": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "licensed": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null } } }, "receipt_hash": "7d89c3ac42e0aeff1ba010e8ad988402f01a0b5bbf87353060ba98a6d309f20e" }, { "name": "Deljo Heating & Cooling", "domain": "deljoheating.com", "scorecard": "/companies/deljoheating-com.html", "visibility_0_40": 7.0, "readiness_0_25": 10, 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