{"citations":{"source_mix":{"company_owned":20,"independent":24,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":4},"total_sources":44,"unique_domain_count":19},"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 Replacement Window Companies for Whole-Home Projects","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"whole home window replacement","subject":"Castle Windows","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Castle Windows","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Castle Windows","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Castle Windows","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Castle Windows","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7.75,"best_rank":7,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Castle Windows","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/whole-home-window-replacement/castle-windows.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/whole-home-window-replacement/castle-windows","report_type":"fit_review","study_id":"HICI-STUDY-5CD46756919D","title":"Castle Windows Review for Whole-Home Projects"},"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.","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 08:20:28.304408+00","research_date":"2026-10-02","source_snapshot_sha256":"5cee333ae212da75017c30391d2499b181c375dcc6ce4bf788ea76324f21e04b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":18,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Castle Windows is a qualified fit for whole-home window replacement, not a universal one. Four of seven platforms named it during the ranking stage (57% of included platform responses), with an average listed rank of 7.75 and a best rank of 7. Its strongest argument is a transferable, non-prorated lifetime warranty that explicitly covers installation labor on Castle's own vinyl windows, paired with a single-vendor measurement-to-installation process. The main limitation is geography: Castle operates in 11 states, and independent coverage describes its product line as primarily vinyl with…","target_buyer":"A homeowner replacing every window in the house at once and weighing manufacturer, installer and total project price together.","topic":{"base_category":"Window and Door Replacement","category_criteria":["whole-home project capability","volume pricing","installation crew consistency","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-replacement-window-companies-for-whole-home-projects","title":"Best Replacement Window Companies for Whole-Home Projects","use_case":"whole home window replacement"}}