{"citations":{"source_mix":{"company_owned":18,"independent":30,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":9},"total_sources":49,"unique_domain_count":28},"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":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"wood window purchase","subject":"ProVia Aeris","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ProVia Aeris","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"ProVia Aeris","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"ProVia Aeris","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"ProVia Aeris","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ProVia Aeris","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"ProVia Aeris","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/wood-window-purchase/provia-aeris.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/wood-window-purchase/provia-aeris","report_type":"fit_review","study_id":"HICI-STUDY-775ABF1FE482","title":"ProVia Aeris 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 21:18:19.862186+00","research_date":"2026-10-02","source_snapshot_sha256":"0d75a8765620bf8753fb9b284c1de7018d683c10afe8140efe0a90a2bf1b901c","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":"ProVia Aeris is a good fit for a homeowner who wants real factory-finished wood interiors with a low-maintenance exterior, but it is a wood-clad vinyl window rather than a traditional aluminum-clad wood window. Two of seven platforms named ProVia Aeris during the ranking stage, giving it a 28.6% share of included platform responses, an average listed rank of 6.5, and a best listed rank of 6. The strongest reason to consider it is the combination of real Oak, Cherry, or Maple interiors with a proprietary vinyl exterior and a transferable lifetime limited warranty on the basic unit. The main…","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"}}