{"citations":{"source_mix":{"company_owned":24,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":9},"total_sources":40,"unique_domain_count":16},"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":["deepseek","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"bay window installation","subject":"HANSONS","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"HANSONS","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"HANSONS","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"HANSONS","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"HANSONS","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.333333333333333,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"HANSONS","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/bay-window-installation/hansons.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/bay-window-installation/hansons","report_type":"fit_review","study_id":"HICI-STUDY-94230A699AC1","title":"HANSONS 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.","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 17:39:25.500453+00","research_date":"2026-10-02","source_snapshot_sha256":"18a4a6d5b8e65ee841c19fc7df356548f59e4b77e0095d8c9450fd96c6287291","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":"HANSONS is a mixed fit for bay window installation. Three of the seven platforms named HANSONS during the ranking stage — deepseek, kimi, and perplexity — giving it a 43% share of included platform responses, an average listed rank of 5.33, and a best listed rank of 2. The strongest reason to consider HANSONS is its advertised bay and bow product concept: steel threaded-rod reinforcement through the mullion, true oak or birch interior framing, fusion-welded vinyl, and a transferable lifetime-style guarantee on Smart Choice and Premium lines (, -9, ). The main limitation is that no reviewed…","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"}}