{"citations":{"source_mix":{"company_owned":21,"independent":31,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":40,"partial":12},"total_sources":53,"unique_domain_count":29},"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":["google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"wood window purchase","subject":"Windsor Windows & Doors","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Windsor Windows & Doors","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Windsor Windows & Doors","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Windsor Windows & Doors","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Windsor Windows & Doors","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Windsor Windows & Doors","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/wood-window-purchase/windsor-windows-doors.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/wood-window-purchase/windsor-windows-doors","report_type":"fit_review","study_id":"HICI-STUDY-5A57B5C63D73","title":"Windsor 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.","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 21:13:31.803684+00","research_date":"2026-10-02","source_snapshot_sha256":"ec8801e7ece722523b317f2addb052ce0db114d0fbaa964a618b985eaea4ecd3","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":"Windsor Windows & Doors is a good, value-oriented fit for a homeowner who specifically wants real wood interiors with low-maintenance aluminum-clad exteriors, primarily through its Pinnacle Clad line. Four of seven platforms named Windsor during the ranking stage, and its average listed rank was 6.0 with a best rank of 5. The strongest reason to consider it is the combination of authentic wood interiors, heavy-duty.050-inch extruded aluminum cladding, broad configuration range, and documented NFRC-rated options at a mid-tier price. The main limitation is dealer-dependent installation 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"}}