{"citations":{"source_mix":{"company_owned":27,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":42,"partial":5},"total_sources":49,"unique_domain_count":25},"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 Wood and Clad-Wood Window Manufacturers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","openai"],"predicate":"final_consensus_rank","qualifier":"wood window purchase","subject":"Kolbe Windows & Doors","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Kolbe Windows & Doors","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Kolbe Windows & Doors","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Kolbe Windows & Doors","unit":"platforms","value":5},{"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":4.8,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Kolbe Windows & Doors","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/wood-window-purchase/kolbe-windows-doors.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/wood-window-purchase/kolbe-windows-doors","report_type":"fit_review","study_id":"HICI-STUDY-BDB95B4090D0","title":"Kolbe Windows & Doors Review for wood window purchase"},"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 21:08:21.036399+00","research_date":"2026-10-02","source_snapshot_sha256":"8ceef8cb3b33679bb00e149213724492d206c2602a24f79f93c8210633015512","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":16,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Kolbe Windows & Doors is a good fit for a homeowner who wants real wood interiors with a low-maintenance exterior cladding, provided the buyer accepts premium, quote-based pricing and dealer-dependent execution. Five of seven platforms named Kolbe during the ranking stage, and six of seven rated the fit \"good\" or \"strong\" for this use case. The strongest reason to consider Kolbe is the Ultra Series: extruded aluminum cladding over genuine wood interiors, with broad species, finish, and color customization (, , -1). The main limitation is that Kolbe publishes no consumer price list, and…","target_buyer":"A homeowner who wants real wood interiors with a low-maintenance exterior cladding and is comparing premium manufacturers.","topic":{"base_category":"Window and Door Replacement","category_criteria":["wood species options","exterior cladding durability","interior finish quality","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-wood-and-clad-wood-window-manufacturers","title":"Best Wood and Clad-Wood Window Manufacturers","use_case":"wood window purchase"}}