{"citations":{"source_mix":{"company_owned":24,"independent":13,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":17},"total_sources":38,"unique_domain_count":18},"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 Bay and Bow Window Installation Specialists","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"bay window installation","subject":"HomeTrust Windows and Doors","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"HomeTrust Windows and Doors","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"HomeTrust Windows and Doors","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"HomeTrust Windows and Doors","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.666666666666667,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"HomeTrust Windows and Doors","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/bay-window-installation/hometrust-windows-and-doors.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/bay-window-installation/hometrust-windows-and-doors","report_type":"fit_review","study_id":"HICI-STUDY-3B5D84D5605B","title":"HomeTrust Windows and Doors Review for bay window installation"},"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 17:44:55.768682+00","research_date":"2026-10-02","source_snapshot_sha256":"44713a077e5f1d5b7f0e5568f64ee050699b90256993050a682eb60fe078697b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":8,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"HomeTrust Windows and Doors is a good regional fit for bay window installation, not a nationwide one. Three of the seven platforms in this study named it during the ranking stage — a 42.9% share of included platform responses — at an average listed rank of 5.67 and a best listed rank of 5. The strongest reason to consider it is a dedicated bay and bow service page that explicitly addresses structural evaluation, support cables or knee braces, head and seat framing, flashing, sill pans, and roofing components . The main limitation is that nearly all supporting evidence is company-published:…","target_buyer":"A homeowner installing a projecting bay or bow unit that needs structural support, roofing over the projection and flashing.","topic":{"base_category":"Window and Door Replacement","category_criteria":["structural support design","head and seat framing","flashing detail","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-bay-and-bow-window-installation-specialists","title":"Best Bay and Bow Window Installation Specialists","use_case":"bay window installation"}}