{ "index": "lodestar-chicago-hvac", "edition": "draft-v0.7-multimodel-pilot", "edition_as_of": "2026-08-24", "status": "DRAFT \u2014 not a final public Lodestar Index score. 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." }, "scoring_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": "Receipts are free and public for every business. Payment never touches the record.", "attribution": "Lodestar Index (lodestarindex.com)", "generated_at": "2026-08-25T22:30:28.039820+00:00", "coverage": { "market": "chicago-hvac", "companies": 58, "real": { "not_published": 51, "verified": 7 }, "at_that_address": { "not_published": 56, "verified": 2 }, "licensed": { "not_published": 51, "verified": 7 } }, "companies": [ { "rank": 1, "name": "Hero Air", "domain": "myheroair.com", "scorecard": "/companies/myheroair-com.html", "draft_total": 22.5, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "HERO AIR INC. \u2014 Regulated Business License, status AAI, issued 2025-02-25, City of Chicago business register", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "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, status AAI, business activity \"Heating, Ventilation and Air Conditioning Services - Residential\"", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "confidence": "high" } } } }, { "rank": 2, "name": "Eco Temp HVAC", "domain": "ecotemphvac.com", "scorecard": "/companies/ecotemphvac-com.html", "draft_total": 22.4, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "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 } } } }, { "rank": 3, "name": "Oasis Plumbing, Heating & Cooling", "domain": "oasisheating.com", "scorecard": "/companies/oasisheating-com.html", "draft_total": 22.2, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "OASIS HEATING & COOLING, INC. OF IL. \u2014 Limited Business License, status AAI, term 2025-02-16 to 2027-02-15, continuous prior terms back to 2021", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "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": "Limited Business License, status AAI, City of Chicago business register, term 2025-02-16 to 2027-02-15", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "confidence": "medium" } } } }, { "rank": 4, "name": "Browns Heating & Cooling", "domain": "brownshvac.net", "scorecard": "/companies/brownshvac-net.html", "draft_total": 21.2, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "BROWNS HEATING & COOLING, LLC \u2014 Regulated Business License, status AAI, term 2024-10-16 to 2026-10-15, unbroken biennial renewals back to 2018", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "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, status AAI, business activity \"Home Repair Services (Home Based Business)\", term 2024-10-16 to 2026-10-15", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-10-15", "confidence": "medium" } } } }, { "rank": 5, "name": "American Vintage Home", "domain": "americanvintagehome.com", "scorecard": "/companies/americanvintagehome-com.html", "draft_total": 20.6, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "AMERICAN VINTAGE HOME HEATING AND AIR CONDITIONING \u2014 Chicago DOB trade-contractor licence TGC141086, General Contractor (Class E), inactive: No", "instrument": "chicago-dob-trade", "source_url": "https://webapps1.chicago.gov/licensedcontractors/", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "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": "Two active Chicago DOB trade-contractor licences: SBC172925 Plumbing Contractor (expires 2027-07-13) and TGC141086 General Contractor Class E (expires 2027-04-25), both inactive: No", "instrument": "chicago-dob-trade", "source_url": "https://webapps1.chicago.gov/licensedcontractors/", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "confidence": "high" } } } }, { "rank": 6, "name": "Elite HVACS Heating & Air", "domain": "elitehvacs.com", "scorecard": "/companies/elitehvacs-com.html", "draft_total": 20.5, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "ELITE HVAC'S INC \u2014 Chicago DOB trade-contractor licence TGC141881, General Contractor (Class E), inactive: No", "instrument": "chicago-dob-trade", "source_url": "https://webapps1.chicago.gov/licensedcontractors/", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "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": "TGC141881 General Contractor (Class E), inactive: No; registry name, address and one published phone all match, confirmed on two independent search axes", "instrument": "chicago-dob-trade", "source_url": "https://webapps1.chicago.gov/licensedcontractors/", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "confidence": "high" } } } }, { "rank": 7, "name": "Four Seasons Heating, Air Conditioning, Plumbing & Electric", "domain": "fourseasonsheatingcooling.com", "scorecard": "/companies/fourseasonsheatingcooling-com.html", "draft_total": 20.4, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "FOUR SEASONS HEATING AND AIR CONDITIONING LLC \u2014 Chicago DOB trade-contractor licence TGC137288, General Contractor (Class C), inactive: No", "instrument": "chicago-dob-trade", "source_url": "https://webapps1.chicago.gov/licensedcontractors/", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "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": "TGC137288 General Contractor Class C (expires 2027-07-01) and ECC96322 Electrical Contractor General (expires 2027-08-31), both inactive: No; IDPH Plumbing Contractor 055-042791 active, renewal 2026-09-30", "instrument": "chicago-dob-trade", "source_url": "https://webapps1.chicago.gov/licensedcontractors/", "verified_on": "2026-08-24", "expires_on": "2026-09-30", "confidence": "high" } } } }, { "rank": 8, "name": "Air-Rite Heating & Cooling", "domain": "air-rite.com", "scorecard": "/companies/air-rite-com.html", "draft_total": 20.0, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null }, "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": "not_published", "value": null, "instrument": null, "source_url": null, "verified_on": null, "expires_on": null, "confidence": null } } } }, { "rank": 9, "name": "All Temp Heating & Air Conditioning", "domain": "alltemp.com", "scorecard": "/companies/alltemp-com.html", "draft_total": 19.9, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "fields": { "real": { "state": "verified", "value": "ALL-TEMP CHICAGO HEATING & AIR, DBA ALL TEMP CHICAGOLAND HEATING \u2014 two current City of Chicago business licences, status AAI, term 2025-08-16 to 2027-08-15, continuous biennial renewals back to 2015", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "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, status AAI, business activity \"Home Repair Services\", plus a Limited Business License; both current, term 2025-08-16 to 2027-08-15", "instrument": "chicago-bacp-r5kz-chrr", "source_url": "https://data.cityofchicago.org/Business-Licenses/Business-Licenses/r5kz-chrr", "verified_on": "2026-08-24", "expires_on": "2026-11-22", "confidence": "medium" } } } }, { "rank": 10, "name": "Guardian Heating & Cooling Service", "domain": "guardianheatingandcooling.com", "scorecard": "/companies/guardianheatingandcooling-com.html", "draft_total": 17.8, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "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 } } } }, { "rank": 11, "name": "City & Suburban Heating & Cooling", "domain": "citysuburbanheating.com", "scorecard": "/companies/citysuburbanheating-com.html", "draft_total": 17.5, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "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 } } } }, { "rank": 12, "name": "Deljo Heating & Cooling", "domain": "deljoheating.com", "scorecard": "/companies/deljoheating-com.html", "draft_total": 17.0, "visibility_0_40": 7.0, "readiness_0_25": 10, "ground_truth_0_25": 0, "mentions": 20, "signals": { "robots": "standard", "llms_txt": "no", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "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 } } } }, { "rank": 13, "name": "Besco Air Inc.", "domain": "bescoair.net", "scorecard": "/companies/bescoair-net.html", "draft_total": 15.7, "visibility_0_40": 5.73, "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": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": "PASS", "gated_on": "2026-08-25T22:28:57Z" }, "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 } } } }, { "rank": 14, "name": "Around the Town Heating & Cooling", "domain": "aroundthetownhvac.com", "scorecard": "/companies/aroundthetownhvac-com.html", "draft_total": 15.0, "visibility_0_40": 0.0, "readiness_0_25": 15, "ground_truth_0_25": 0, "mentions": 0, "signals": { "robots": "standard", "llms_txt": "yes", "sitemap": "yes", "schema": "yes", "mcp": "none", "variable_signals": 0 }, "unreachable": false, "receipt": { "cycle": 1, "fielded_on": "2026-08-24", "protocol": "lodestar-ground-truth-v1-protocol.md", "gated": { "verifier": 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