{"buyer_scenarios":[{"fit":"best_suited","scenario":"Consumers who want a real FICO Score to check regularly without paying a subscription"},{"fit":"best_suited","scenario":"Users who value clear disclosure that the score shown is FICO Score 8 sourced from TransUnion"},{"fit":"best_suited","scenario":"Capital One customers seeking integrated, no-cost credit tracking"},{"fit":"best_suited","scenario":"Consumers who want basic credit monitoring, change alerts, and a credit simulator without cost"},{"fit":"not_best_suited","scenario":"Consumers who specifically require genuine FICO Scores and cannot verify which model their account displays — the platform evidence is split on whether CreditWise currently shows FICO Score 8 or VantageScore 3.0"},{"fit":"not_best_suited","scenario":"Buyers needing FICO scores from Experian or Equifax — the service is TransUnion-only"},{"fit":"not_best_suited","scenario":"Mortgage applicants who need FICO Score 2, 4, or 5 versions used by mortgage lenders"},{"fit":"not_best_suited","scenario":"Auto loan applicants needing industry-specific FICO Auto Scores"}],"citations":{"source_mix":{"company_owned":9,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":10,"partial":8},"total_sources":18,"unique_domain_count":11},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-03","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Credit Monitoring Services With FICO Scores","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-03","platform_support":["anthropic","grok"],"predicate":"final_consensus_rank","qualifier":"Genuine FICO Score Access","subject":"Capital One CreditWise","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-03","platform_support":["anthropic","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Capital One CreditWise","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-03","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Capital One CreditWise","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-03","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Capital One CreditWise","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-03","platform_support":["openai","anthropic","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Capital One CreditWise","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Capital One CreditWise","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/fico-score-access/capital-one-creditwise.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/fico-score-access/capital-one-creditwise","report_type":"fit_review","study_id":"CCI-STUDY-DBAE0B2CE8E5","title":"Capital One CreditWise for Credit Monitoring Services With FICO Scores 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 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":"2026-09-03 12:13:47.36018+00","research_date":"2026-09-03","source_snapshot_sha256":"4eabe713687a1afa6cd6d2bd62571b98a297d5e7ba3278597f210b21ab1c43d3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":16,"qualified_finalists":9,"ranking_unit":"Credit monitoring service and subscription plan"},"schema_version":4,"summary":"Capital One CreditWise is a conditional fit for consumers seeking Genuine FICO Score Access. Two of seven AI research platforms named CreditWise during the ranking stage, with an average listed rank of 5.0. The strongest reason to consider it: Capital One's official pages now state CreditWise provides a genuine FICO Score 8 from TransUnion, updated as frequently as daily, at no cost. The main limitation: the service covers TransUnion only, and platform responses conflict sharply—four platforms assessed it as a weak fit based on older VantageScore 3.0 information, while three platforms…","target_buyer":"Consumers who specifically want genuine FICO Scores, clear score-model and bureau disclosure, and ongoing credit monitoring","topic":{"base_category":"Credit monitoring & scores","category_criteria":["FICO Score availability","FICO model and version transparency","bureau coverage","score update frequency","monitoring alert quality","credit report access","pricing transparency"],"geography":"United States","slug":"best-credit-monitoring-services-with-fico-scores","title":"Best Credit Monitoring Services With FICO Scores","use_case":"Genuine FICO Score Access"}}