{"citations":{"source_mix":{"company_owned":19,"independent":32,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":19,"partial":13},"total_sources":51,"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 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","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"whole home window replacement","subject":"Window World","unit":"rank","value":2},{"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":"Window World","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Window World","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Window World","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.7142857142857144,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Window World","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/whole-home-window-replacement/window-world.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/whole-home-window-replacement/window-world","report_type":"fit_review","study_id":"HICI-STUDY-38B383803EDE","title":"Window World 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.","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 07:59:55.5656+00","research_date":"2026-10-02","source_snapshot_sha256":"cccd11feede81a63739e42dc7d05222d232fc3a2f6fae0ad3a5ef30cbee2bd74","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":"Window World is a mixed fit for whole home window replacement. All seven platforms that reached the ranking stage named it, a 100% share of included platform responses, at an average listed rank of 2.71 and a best rank of 1. Its strongest case is price: independent estimates put installed costs near $373 per window and roughly $5,766 for a typical project, well below the $8,000–$15,000 whole-house range cited elsewhere . The main limitation is the franchise model. Installation crews, labor warranty terms, lead times, and pricing vary by locally owned location, and independent complaint…","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"}}