{"citations":{"source_mix":{"company_owned":20,"independent":49,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":49,"partial":21},"total_sources":70,"unique_domain_count":41},"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 Impact-Rated Window Companies for Coastal and High-Wind Zones","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"impact rated windows","subject":"ES Windows","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ES Windows","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"ES Windows","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"ES Windows","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"ES Windows","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ES Windows","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.75,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"ES Windows","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/impact-rated-windows/es-windows.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/impact-rated-windows/es-windows","report_type":"fit_review","study_id":"HICI-STUDY-0473133C61E1","title":"ES Windows Review for Coastal and High-Wind Zones"},"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 13:06:24.995902+00","research_date":"2026-10-02","source_snapshot_sha256":"04213fc3abcebc270be7e91ed86aeebd881b71d84a801c2f3dde00d6c356e25c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":20,"qualified_finalists":9,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"ES Windows is a good fit for impact rated windows in Coastal and High-Wind Zones, with verification requirements. Four of seven platforms named ES Windows during the ranking stage (57.1% of included platform responses), with an average listed rank of 2.75 and a best rank of 2. The strongest reason to consider it: multiple platforms report Miami-Dade NOAs and Florida Product Approvals for specific ES models, plus aluminum impact lines with laminated glazing and installed pricing roughly 20% below PGT WinGuard . The main limitation: warranty terms, lead times, energy ratings, and installed…","target_buyer":"A coastal homeowner needing windows that meet local wind-borne debris code and may affect insurance premiums.","topic":{"base_category":"Window and Door Replacement","category_criteria":["impact certification and code compliance","laminated glazing","insurance documentation","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-impact-rated-window-companies-for-coastal-and-high-wind-zones","title":"Best Impact-Rated Window Companies for Coastal and High-Wind Zones","use_case":"impact rated windows"}}