{"citations":{"source_mix":{"company_owned":18,"independent":13,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":6},"total_sources":32,"unique_domain_count":12},"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":"Woodruff Windows","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Woodruff Windows","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Woodruff Windows","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Woodruff Windows","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Woodruff Windows","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Woodruff Windows","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/financed-window-replacement/woodruff-windows.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/financed-window-replacement/woodruff-windows","report_type":"fit_review","study_id":"HICI-STUDY-5708D6A2C4D8","title":"Woodruff Windows 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 19:02:24.318578+00","research_date":"2026-10-02","source_snapshot_sha256":"daf93d109c805413f1d44bda6df955f839ab774d4a17dd07b055b0c344b5345b","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":"Woodruff Windows is a mixed-to-good fit for financed window replacement, depending on where you live and how much financing transparency you require. Two of seven platforms named it during the ranking stage, at an average listed rank of 3.0 (best rank 2). The strongest reason to consider it is a dealer-arranged financing menu that pairs a 6–24 month same-as-cash plan with a fixed 4.99% APR plan up to 144 months, alongside in-house installation and multiple window brands in the Dallas–Fort Worth area. The main limitation is disclosure: the lender is unnamed, published promotional details…","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"}}