{"citations":{"source_mix":{"company_owned":32,"independent":30,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":43,"partial":16},"total_sources":62,"unique_domain_count":29},"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","google","openai"],"predicate":"final_consensus_rank","qualifier":"bay window installation","subject":"Pella Corporation","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Pella Corporation","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Pella Corporation","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Pella Corporation","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Pella Corporation","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/bay-window-installation/pella-corporation.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/bay-window-installation/pella-corporation","report_type":"fit_review","study_id":"HICI-STUDY-3F3666D1E490","title":"Pella Corporation 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 17:34:02.442668+00","research_date":"2026-10-02","source_snapshot_sha256":"d97462a7e0bd88baf5d133798416bd6925d922a986d964c6706dabf9c1e48c44","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":"Pella Corporation is a good — not flawless — fit for bay window installation. Three of the seven platforms that evaluated fit named Pella during the ranking stage (deepseek, google, openai), and Pella finished third overall with an average listed rank of 5.0 and a best rank of 2. Six of seven platforms rated the fit \"good\"; grok rated it \"mixed.\" The strongest reason to consider Pella is its unusually explicit engineering documentation: factory support cables rated to attach to members capable of supporting 1,300 pounds, published head/seat board options, and detailed flashing instructions.…","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"}}