{"citations":{"source_mix":{"company_owned":27,"independent":20,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":40,"partial":5},"total_sources":47,"unique_domain_count":29},"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":["deepseek","google","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"financed window replacement","subject":"Pella","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Pella","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Pella","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Pella","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Pella","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Pella","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.6,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Pella","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/financed-window-replacement/pella.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/financed-window-replacement/pella","report_type":"fit_review","study_id":"HICI-STUDY-A423D50E5239","title":"Pella 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.","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 18:43:11.190448+00","research_date":"2026-10-02","source_snapshot_sha256":"6f123357ab3382cab882b0d1fc476e92a245cd3c8778b0aa6d9de9d6b1582ce4","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":"Pella is a good — not best-in-class — fit for a homeowner financing a whole-home window replacement. Five of the seven platforms in this study named Pella during the ranking stage, and its average listed rank was 3.6, with one platform placing it first. The strongest reason to consider Pella is its combination of a broad replacement product range (250 Series vinyl, Impervia fiberglass), local showroom project management, and ZIP-code-based project financing that can include promotional 0% interest offers in some markets. The main limitation is that financing terms, lender identity, minimum…","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"}}