{"citations":{"source_mix":{"company_owned":12,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":3},"total_sources":34,"unique_domain_count":13},"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","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget window replacement","subject":"Castle Windows","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Castle Windows","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Castle Windows","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Castle Windows","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.666666666666667,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Castle Windows","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/budget-window-replacement/castle-windows.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/budget-window-replacement/castle-windows","report_type":"fit_review","study_id":"HICI-STUDY-BB2EB8AF978E","title":"Castle Windows 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.","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":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 10:58:45.490125+00","research_date":"2026-10-02","source_snapshot_sha256":"d74e3c40a4d946307f01c468d8003e64867d87ef47deb6fc91c6faecc2088a34","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":"Castle Windows is a mixed fit for budget window replacement. Three of the six platforms that produced fit research named Castle Windows during their ranking stage — a 50% share — at an average listed rank of 4.67 and a best rank of 4. Its strongest argument is a lifetime, transferable, non-prorated warranty that covers installation labor, paired with installed vinyl pricing that independent sources place below premium brands. The main limitation is that Castle publishes no standard per-window price, reported installed costs conflict widely, and service is restricted to 11 Northeast and…","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"}}