{"citations":{"source_mix":{"company_owned":18,"independent":35,"unclear":4},"sources_referenced_by_questions":0,"support_mix":{"direct":48,"partial":9},"total_sources":57,"unique_domain_count":31},"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","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"wood window purchase","subject":"Weather Shield","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Weather Shield","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Weather Shield","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Weather Shield","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":"Weather Shield","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.8,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Weather Shield","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/wood-window-purchase/weather-shield.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/wood-window-purchase/weather-shield","report_type":"fit_review","study_id":"HICI-STUDY-7984525EBEDB","title":"Weather Shield 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 21:14:12.346373+00","research_date":"2026-10-02","source_snapshot_sha256":"71aba6a1e8dccb71ba9bfac45534d6ea30a9a550b6cb75263875fb50d1af38a9","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":"Weather Shield is a good, but not unequivocal, fit for a homeowner who wants real wood interiors with low-maintenance aluminum-clad exteriors. Five of the seven platforms in this study named Weather Shield during ranking discovery, and it finished seventh overall with an average listed rank of 6.8. The strongest reason to consider it is the Signature Series and Premium Series aluminum-clad wood construction, which directly matches the target build, plus broad wood-species, finish, and configuration customization and manufacturer-stated 30-year wood-rot coverage on maintained clad products.…","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"}}