{"buyer_scenarios":[{"fit":"not_best_suited","scenario":"Consumers wanting a free FICO Score 8 and TransUnion-based credit monitoring"},{"fit":"not_best_suited","scenario":"Consumers seeking a simple, no-cost way to track general credit health before applying for credit"},{"fit":"not_best_suited","scenario":"Consumers who value alerts covering changes reported by TransUnion and Experian"},{"fit":"not_best_suited","scenario":"Capital One customers looking for added credit monitoring at no additional cost"}],"citations":{"source_mix":{"company_owned":8,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":3},"total_sources":16,"unique_domain_count":10},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Credit Score Services for Seeing the Scores Lenders Use","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek"],"predicate":"final_consensus_rank","qualifier":"Lender-Relevant Credit Score Access","subject":"Capital One","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Capital One","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-07","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Capital One","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Capital One","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Capital One","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/lender-relevant-credit-score-access/capital-one.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/lender-relevant-credit-score-access/capital-one","report_type":"fit_review","study_id":"CCI-STUDY-BAEA9B63C713","title":"Capital One for Credit Score Services for Seeing the Scores Lenders Use Review"},"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.","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."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Credit Consensus Index cross-platform AI consensus 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Access","section_id":"the-product-model-plan-or-service-most-relevant-to-lender-relevant-credit-score-access"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["Capital One"],"id":"question-002","question":"Is CreditWise available only to Capital One customers, or to anyone?","section":"The Product, Model, Plan, or Service Most Relevant to Lender-Relevant Credit Score Access","section_id":"the-product-model-plan-or-service-most-relevant-to-lender-relevant-credit-score-access"},{"id":"question-003","question":"What is the current score model, and why do sources conflict about it?","section":"The Product, Model, Plan, or Service Most Relevant to Lender-Relevant Credit Score Access","section_id":"the-product-model-plan-or-service-most-relevant-to-lender-relevant-credit-score-access"},{"id":"question-004","question":"On which points did all or most AI platforms agree about CreditWise?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-005","question":"Is CreditWise genuinely free, and for whom?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-006","question":"What is the single strongest lender-relevant feature?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-007","question":"Which score model does CreditWise actually show: FICO Score 8 or VantageScore 3.0?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-008","question":"How often is the score updated, and do sources agree on the cadence?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-009","question":"Which bureaus are covered for monitoring versus the score itself?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-010","question":"What lender-relevant features does CreditWise actually offer?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-011","question":"Does CreditWise include a credit report, alerts, or a simulator?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-012","question":"How does the FICO Score 8 model compare to what lenders use?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-013","question":"Is CreditWise actually free, and are there any hidden fees?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-014","question":"Are there any contracts, cancellation terms, or paid tiers?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["Capital One"],"id":"question-015","question":"Who should consider using Capital One CreditWise for lender-relevant score access?","section":"Best Suited For","section_id":"best-suited-for"},{"id":"question-016","question":"What specific needs does CreditWise serve well?","section":"Best Suited For","section_id":"best-suited-for"},{"id":"question-017","question":"Which consumers should look elsewhere for lender-relevant score access?","section":"Probably Not Best Suited For","section_id":"probably-not-best-suited-for"},{"id":"question-018","question":"What specific gaps make CreditWise insufficient for certain loan preparations?","section":"Probably Not Best Suited For","section_id":"probably-not-best-suited-for"},{"id":"question-019","question":"What type of service should replace CreditWise for multi-bureau FICO access?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-020","question":"When should a consumer choose a paid service over free CreditWise?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":17,"qualified_finalists":10,"ranking_unit":"Credit score service and subscription plan"},"schema_version":4,"summary":"Capital One CreditWise is a mixed fit for consumers seeking broad access to the credit scores lenders actually use. Two of seven AI platforms named Capital One during the ranking stage for this use case, and all seven platforms that evaluated it rated its fit as \"mixed\" or \"weak.\" The strongest reason to consider it: it provides free access to a FICO Score 8 based on TransUnion data—a genuine lender-recognized model at zero cost, with no Capital One account required. The main limitation: it covers only one bureau (TransUnion) for the score itself and offers no mortgage-specific,…","target_buyer":"Consumers who want broad access to credit scores and scoring models that are relevant to lending decisions across different bureaus and loan types","topic":{"base_category":"Credit monitoring & scores","category_criteria":["Breadth of lender-relevant score models","FICO access","bureau coverage","model and version transparency","update frequency","credit report access","pricing"],"geography":"United States","slug":"best-credit-score-services-for-seeing-the-scores-lenders-use","title":"Best Credit Score Services for Seeing the Scores Lenders Use","use_case":"Lender-Relevant Credit Score Access"}}