{"citations":{"source_mix":{"company_owned":19,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":26,"partial":15},"total_sources":41,"unique_domain_count":21},"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":"Wincore Windows","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Wincore Windows","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Wincore Windows","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Wincore Windows","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Wincore Windows","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Wincore Windows","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Wincore Windows","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/bay-window-installation/wincore-windows.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/bay-window-installation/wincore-windows","report_type":"fit_review","study_id":"HICI-STUDY-F9DE45D691B9","title":"Wincore Windows 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.","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 17:36:13.953064+00","research_date":"2026-10-02","source_snapshot_sha256":"8dde715ff5fcceb93cbc307a84781ec46a9f979fe691f51309e7081992332c8e","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":"Wincore Windows is a good product fit for a homeowner installing a projecting bay or bow unit that needs dedicated structural support and an integrated roof option, but it is a manufacturer rather than an installation specialist. Three of seven platforms named Wincore during the ranking stage, at an average listed rank of 5.0 and a best rank of 3. The strongest reason to consider it is the factory Bay and Bow design: a standard cable hanger system, knee braces, solid LSL mullions with continuous all-thread rod, hardwood plywood head/seat/jamb construction, and plywood, painted-aluminum, or…","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"}}