{"citations":{"source_mix":{"company_owned":33,"independent":28,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":15},"total_sources":61,"unique_domain_count":38},"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 Vinyl Replacement Window Brands and Dealers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"vinyl window purchase","subject":"Window World","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Window World","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Window World","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Window World","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Window World","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7.8,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Window World","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/vinyl-window-purchase/window-world.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/vinyl-window-purchase/window-world","report_type":"fit_review","study_id":"HICI-STUDY-DA3E09E61A10","title":"Window World Review for vinyl 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 19:53:47.1267+00","research_date":"2026-10-02","source_snapshot_sha256":"edadefd939c8a3afd472661b6e763673bbaac4db27bafcc69fcde20548969eab","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":23,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Window World is a mixed-to-good fit for a homeowner who has settled on vinyl frames and is comparing welded corners, hardware, and warranty terms. Five of the seven included platforms named Window World during ranking discovery, and it finished fourth overall. Its strongest case is a bundled measure-quote-install vinyl project with a limited lifetime product warranty and competitive installed pricing. The main limitation is documentation: welded-corner construction, model-level NFRC ratings, hardware specifications, color schedules, labor coverage, and installed pricing are largely…","target_buyer":"A homeowner who has settled on vinyl frames and is comparing manufacturers on welded corners, hardware and warranty terms.","topic":{"base_category":"Window and Door Replacement","category_criteria":["frame construction quality","colour and finish options","transferable warranty","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-vinyl-replacement-window-brands-and-dealers","title":"Best Vinyl Replacement Window Brands and Dealers","use_case":"vinyl window purchase"}}