{"citations":{"source_mix":{"company_owned":40,"independent":33,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":57,"partial":15},"total_sources":73,"unique_domain_count":38},"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 Wood and Clad-Wood Window Manufacturers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"wood window purchase","subject":"Pella","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Pella","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Pella","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Pella","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.6666666666666665,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Pella","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/wood-window-purchase/pella.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/wood-window-purchase/pella","report_type":"fit_review","study_id":"HICI-STUDY-FF9A9B9F2D39","title":"Pella Review for wood window purchase"},"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 21:06:12.369016+00","research_date":"2026-10-02","source_snapshot_sha256":"92a3c8ecac4dc0f37b14c14f777bfbe863426052522c596870a72fee7189e958","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":16,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Pella is a good, though not unequivocally strong, fit for a homeowner who wants real wood interiors with low-maintenance aluminum-clad exteriors. Six of seven platforms named Pella during the ranking stage, and five of seven rated it \"good\" for this use case while two rated it \"mixed.\" The strongest reason to consider Pella is its tiered clad-wood range — Reserve, Architect Series and Lifestyle — which directly matches the wood-interior/clad-exterior brief with published NFRC performance data and broad customization. The main limitation is that pricing is quote-only, lead times are not…","target_buyer":"A homeowner who wants real wood interiors with a low-maintenance exterior cladding and is comparing premium manufacturers.","topic":{"base_category":"Window and Door Replacement","category_criteria":["wood species options","exterior cladding durability","interior finish quality","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-wood-and-clad-wood-window-manufacturers","title":"Best Wood and Clad-Wood Window Manufacturers","use_case":"wood window purchase"}}