{"citations":{"source_mix":{"company_owned":32,"independent":28,"unclear":4},"sources_referenced_by_questions":0,"support_mix":{"direct":47,"partial":17},"total_sources":64,"unique_domain_count":28},"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","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"impact rated windows","subject":"Pella","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Pella","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":"Pella","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":"Pella","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Pella","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.666666666666667,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Pella","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/impact-rated-windows/pella.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/impact-rated-windows/pella","report_type":"fit_review","study_id":"HICI-STUDY-75EA411A5E3C","title":"Pella 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.","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 13:16:31.986394+00","research_date":"2026-10-02","source_snapshot_sha256":"dde12a738e50cedce501b10eac5a8a450a4d70a04df65c8d2e6d3956b1c742bb","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":"Pella is a good fit for a coastal homeowner who needs impact rated windows, provided the buyer verifies the exact approval and design-pressure documentation for every opening before ordering. Three of seven platforms named Pella during the ranking stage, a 42.9% share of included platform responses, at an average listed rank of 4.67 and a best listed rank of 3. The strongest reason to consider it is the Hurricane Shield Series: a multi-style impact line with laminated glazing, published Florida Product Approval references, and model-specific performance data. The main limitation is that…","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"}}