{"citations":{"source_mix":{"company_owned":30,"independent":19,"unclear":5},"sources_referenced_by_questions":0,"support_mix":{"direct":41,"partial":12},"total_sources":54,"unique_domain_count":27},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Window Companies for Historic and Period Properties","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","openai"],"predicate":"final_consensus_rank","qualifier":"historic window replacement","subject":"Kolbe Windows & Doors","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Kolbe Windows & Doors","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Kolbe Windows & Doors","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Kolbe Windows & Doors","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Kolbe Windows & Doors","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.25,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Kolbe Windows & Doors","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/historic-window-replacement/kolbe-windows-doors.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/historic-window-replacement/kolbe-windows-doors","report_type":"fit_review","study_id":"HICI-STUDY-32B276DB7EEE","title":"Kolbe Windows & Doors Review for Historic and Period Properties"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-10-02 16:25:33.684359+00","research_date":"2026-10-02","source_snapshot_sha256":"bd0bd0b763faf287309a3a256e0f220deaeab72cc6a1d8d7ec2852c5823d17f9","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":32,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Kolbe Windows & Doors is a good, but not automatic, fit for historic window replacement. Four of seven platforms named Kolbe during ranking discovery, with an average listed rank of 4.25 and a best rank of 2. The strongest reason to consider it is the Heritage Series: all-wood interior and exterior construction, Old World Classic double hungs with brass chains, pulleys, and alloyed weights, and broad custom divided-lite, wood-species, finish, and hardware options (, , google:kolbeoldworldclassic). The main limitation is that public sources do not establish a typical Heritage price, a…","target_buyer":"An owner of a period or conservation-area property needing sightlines and profiles that satisfy preservation requirements.","topic":{"base_category":"Window and Door Replacement","category_criteria":["period profile matching","preservation approval support","restoration alternatives","product range and frame materials","energy performance ratings","installation quality","lead time","price transparency","product and labor warranty","customer review strength"],"geography":"United States","slug":"best-window-companies-for-historic-and-period-properties","title":"Best Window Companies for Historic and Period Properties","use_case":"historic window replacement"}}