{"citations":{"source_mix":{"company_owned":27,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":8},"total_sources":38,"unique_domain_count":10},"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 Window Replacement Companies Offering Project Financing","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"financed window replacement","subject":"Karoly Windows & Doors","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Karoly Windows & Doors","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Karoly Windows & Doors","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Karoly Windows & Doors","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Karoly Windows & Doors","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Karoly Windows & Doors","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Karoly Windows & Doors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/financed-window-replacement/karoly-windows-doors.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/financed-window-replacement/karoly-windows-doors","report_type":"fit_review","study_id":"HICI-STUDY-9965D578859E","title":"Karoly Windows & Doors Review for financed 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.","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.","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 18:56:09.83558+00","research_date":"2026-10-02","source_snapshot_sha256":"ba048bc0e9b897600b744fc5a97a04736a4fe217f510632f33af419ba2d708f8","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":8,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Karoly Windows & Doors is a good fit for financed window replacement if you are a Tampa Bay, Florida homeowner who can repay a promotional balance on schedule. Two of seven platforms named Karoly during the ranking stage, and both listed it at rank 1. The strongest reason to consider it is dealer-arranged GreenSky and Synchrony promotional financing paired with in-house installation and long stated labor warranties. The main limitation is that public financing terms conflict across Karoly's own pages, and the exact APR, deferred-interest mechanics, fees, and post-promotion repayment schedule…","target_buyer":"A homeowner spreading a whole-home window project over time through the dealer's financing partner.","topic":{"base_category":"Window and Door Replacement","category_criteria":["financing partner terms","promotional rate availability","approval process","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-window-replacement-companies-offering-project-financing","title":"Best Window Replacement Companies Offering Project Financing","use_case":"financed window replacement"}}