{"buyer_scenarios":[{"fit":"best_suited","scenario":"Borrowers preparing for major credit applications such as mortgages, auto loans, or credit cards who want access to the score versions commonly used by lenders"},{"fit":"best_suited","scenario":"Consumers comparing scores across Experian, Equifax, and TransUnion who need three-bureau coverage"},{"fit":"best_suited","scenario":"Buyers who value score-model and bureau disclosure over the lowest monitoring price"},{"fit":"best_suited","scenario":"Consumers who want monitoring alerts tied to FICO score changes rather than generic credit alerts"},{"fit":"not_best_suited","scenario":"Budget-conscious consumers who only need basic credit monitoring and are satisfied with free VantageScore alternatives such as Credit Karma"},{"fit":"not_best_suited","scenario":"Consumers who need daily score refreshes; the paid plans update quarterly or monthly, not daily"},{"fit":"not_best_suited","scenario":"Users satisfied with one bureau or a non-FICO score who do not need the premium features"},{"fit":"not_best_suited","scenario":"Consumers seeking comprehensive identity theft protection with extensive device or financial account monitoring beyond credit reports"}],"citations":{"source_mix":{"company_owned":21,"independent":7,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":4},"total_sources":28,"unique_domain_count":9},"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","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Genuine FICO Score Access","subject":"myFICO","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-03","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"myFICO","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-03","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"myFICO","unit":"platforms","value":7}],"consensus_findings":["Unanimous: myFICO Is the Direct Source for Genuine FICO Scores","Unanimous: Strong Fit Rating","Strong Agreement: Clear Model and Bureau Transparency","Strong Agreement: Three-Bureau Coverage Options","Majority Agreement: Industry-Specific FICO Score Versions","Majority Agreement: Pricing Transparency"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Conflict: Which Plan Is the Best Default Recommendation","Conflict: Number of FICO Score Versions Included","Conflict: Whether myFICO Provides Older Lender-Specific FICO Versions","Uncertainty: Free Plan Availability and Features","Uncertainty: New York Availability Restriction"],"entities":[{"average_rank":1.8571428571428572,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"myFICO","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/fico-score-access/myfico.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/fico-score-access/myfico","report_type":"fit_review","study_id":"CCI-STUDY-8A897C59E318","title":"myFICO 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.","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."],"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 12:11:51.870286+00","research_date":"2026-09-03","source_snapshot_sha256":"98a03883107e1d832c931655854503847f00509224e8daca43c3655179c4b6b3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":16,"qualified_finalists":9,"ranking_unit":"Credit monitoring service and subscription plan"},"schema_version":4,"summary":"myFICO is a strong fit for consumers who specifically require genuine FICO Scores with transparent model and bureau disclosure. All seven AI platforms that evaluated the service for this use case rated it a \"strong\" fit, and all seven named myFICO during the ranking stage, giving it a perfect 7-of-7 platform mention rate. The strongest reason to consider myFICO is that it is the official consumer division of Fair Isaac Corporation (FICO), the company that created the FICO Score, making it the only direct source for authentic FICO-branded scores rather than third-party estimates or…","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"}}