{"citations":{"source_mix":{"company_owned":34,"independent":33,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":48,"partial":20},"total_sources":69,"unique_domain_count":39},"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","google","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"bay window installation","subject":"Renewal by Andersen","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Renewal by Andersen","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Renewal by Andersen","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Renewal by Andersen","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Renewal by Andersen","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/bay-window-installation/renewal-by-andersen.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/bay-window-installation/renewal-by-andersen","report_type":"fit_review","study_id":"HICI-STUDY-57341392670B","title":"Renewal by Andersen 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.","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 17:31:08.853844+00","research_date":"2026-10-02","source_snapshot_sha256":"37e10549614a9f984a3c034661faceafee3878cb7e16dd914d60741805312de3","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":"Renewal by Andersen is a good fit for a homeowner replacing an existing bay or bow window who wants one company to handle custom Fibrex manufacturing, structural support, weatherization, roofing over the projection, and warranty administration. Five of seven platforms named it during the ranking stage, with an average listed rank of 3.2 and a best rank of 1. The strongest reason to consider it is the Acclaim® bay and bow system's integrated support cabling, flashing and roofing options, and a transferable warranty with 20-year glass and Fibrex coverage. The main limitation is that pricing is…","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"}}