{"citations":{"source_mix":{"company_owned":24,"independent":23,"unclear":9},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":9},"total_sources":56,"unique_domain_count":27},"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":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"whole home window replacement","subject":"Milgard","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Milgard","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Milgard","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Milgard","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":"Milgard","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Milgard","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/whole-home-window-replacement/milgard.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/whole-home-window-replacement/milgard","report_type":"fit_review","study_id":"HICI-STUDY-A00EB1AD046B","title":"Milgard 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.","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 08:22:08.636939+00","research_date":"2026-10-02","source_snapshot_sha256":"f5e93eece54b6ba83cea358538380bc4c68f39b62db790d7b7d62e480ba53601","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":"Milgard is a good, but dealer-dependent, fit for whole-home window replacement. Two of the seven platforms in this study named Milgard during the ranking stage, and those two placed it at an average rank of 5.5 (best rank 5). The strongest reason to consider it is a broad current product range — vinyl, fiberglass, and thermally improved aluminum — quoted and installed through local Certified Dealers, which suits a homeowner who wants material and price flexibility across an entire house. The main limitation is that Milgard does not install; installation quality, crew consistency, lead time,…","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"}}