{"citations":{"source_mix":{"company_owned":25,"independent":39,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":53,"partial":10},"total_sources":65,"unique_domain_count":30},"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 Replacement Window Companies for Whole-Home Projects","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"whole home window replacement","subject":"Pella","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","kimi","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","perplexity","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","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":3.5,"best_rank":2,"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/whole-home-window-replacement/pella.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/whole-home-window-replacement/pella","report_type":"fit_review","study_id":"HICI-STUDY-DC029875FD2B","title":"Pella Review for Whole-Home Projects"},"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 08:13:16.804921+00","research_date":"2026-10-02","source_snapshot_sha256":"f54553be76b577c58cf420887b1789e22803f83fc0267017c63aa959b9bea05c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":18,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Pella is a good fit for whole-home window replacement when the buyer prioritizes material choice, energy documentation, and manufacturer-linked installation over the lowest bid. Six of seven platforms named Pella during the ranking stage, with an average listed rank of 3.5 and a best rank of 2. The strongest reason to consider it is a single-brand portfolio spanning vinyl (250 Series), fiberglass (Impervia), and wood-clad (Lifestyle) windows, plus a 10-year Pella Care Guarantee when purchased and installed through a local Pella showroom. The main limitation is price opacity: no national…","target_buyer":"A homeowner replacing every window in the house at once and weighing manufacturer, installer and total project price together.","topic":{"base_category":"Window and Door Replacement","category_criteria":["whole-home project capability","volume pricing","installation crew consistency","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-replacement-window-companies-for-whole-home-projects","title":"Best Replacement Window Companies for Whole-Home Projects","use_case":"whole home window replacement"}}