{"citations":{"source_mix":{"company_owned":12,"independent":27,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":9},"total_sources":39,"unique_domain_count":20},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Budget Window Replacement Companies","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","kimi"],"predicate":"final_consensus_rank","qualifier":"budget window replacement","subject":"Simonton","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","kimi"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Simonton","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Simonton","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Simonton","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Simonton","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/budget-window-replacement/simonton.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/budget-window-replacement/simonton","report_type":"fit_review","study_id":"HICI-STUDY-2942F8A9660A","title":"Simonton Review for budget window replacement"},"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.","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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","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 10:56:16.070101+00","research_date":"2026-10-02","source_snapshot_sha256":"7abdfc43aa5acb45dbb65f517d32e362120544b43ca48bfb3e4a048d29b5564e","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":"Simonton is a good, but not consistently lowest-cost, fit for budget window replacement. Three of the six research platforms named Simonton during ranking discovery, and all six evaluated it for fit — five rated it \"good\" and one rated it \"mixed.\" The strongest reason to consider it is the combination of mid-range vinyl pricing, ENERGY STAR-oriented glass packages, wide dealer and retail availability that supports phased purchases, and a limited-lifetime product warranty. The main limitation is that Simonton does not sell or install directly: installed pricing is not transparent or…","target_buyer":"A homeowner replacing failed or draughty windows at the lowest defensible cost, often a few units at a time.","topic":{"base_category":"Window and Door Replacement","category_criteria":["entry-level product lines","per-unit pricing","phased replacement options","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-budget-window-replacement-companies","title":"Best Budget Window Replacement Companies","use_case":"budget window replacement"}}