{"citations":{"source_mix":{"company_owned":16,"independent":38,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":46,"partial":8},"total_sources":54,"unique_domain_count":32},"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","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"wood window purchase","subject":"Marvin","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Marvin","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Marvin","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Marvin","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.1428571428571428,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Marvin","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/wood-window-purchase/marvin.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/wood-window-purchase/marvin","report_type":"fit_review","study_id":"HICI-STUDY-1C2EC041D650","title":"Marvin 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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 21:00:13.686098+00","research_date":"2026-10-02","source_snapshot_sha256":"1d0ed380b3597615d64f8b03df977fea0602c0ac51c58973a7857768e74267bc","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":"Marvin is a strong fit for a U.S. homeowner who wants genuine wood interiors with a low-maintenance exterior cladding. All seven platforms that named Marvin during the ranking stage placed it in their wood and clad-wood window lists, and it finished first overall with an average listed rank of 1.14. The strongest reason to consider it is the Signature Ultimate line: real wood interiors in multiple species, extruded-aluminum cladding finished to the AAMA 2605 standard, and a stated 20-year exterior finish warranty. The main limitation is that Marvin does not publish list prices, so total…","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"}}