{"citations":{"source_mix":{"company_owned":15,"independent":6,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":5},"total_sources":21,"unique_domain_count":7},"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 Monitoring Services Before Applying for an Auto Loan","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Pre-Auto-Loan Credit Monitoring","subject":"myFICO","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","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":"2026-09-07","platform_support":["openai","anthropic","deepseek","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"myFICO","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"myFICO","unit":"platforms","value":1}],"consensus_findings":["Strong consensus: myFICO provides lender-relevant FICO Auto Scores","Strong consensus: Three-bureau coverage is valuable before applying","Strong consensus: Score-model transparency is a genuine advantage","Majority consensus: Planning tools add pre-application value","Majority consensus: Subscription cost is the main drawback"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Update frequency of auto scores","Pricing confidence varied","Whether Advanced or Premier is the right plan","Exact auto score versions included","Alert speed"],"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/pre-auto-loan-credit-monitoring/myfico.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/pre-auto-loan-credit-monitoring/myfico","report_type":"fit_review","study_id":"CCI-STUDY-71B2796600CA","title":"myFICO for Credit Monitoring Services Before Applying for an Auto Loan 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."],"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":"2026-09-07 07:57:30.37716+00","research_date":"2026-09-07","source_snapshot_sha256":"7c8642a95761e32302cb786707606d00fb19dd6cc82bd81a2ffb54ea383ea3c2","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":5,"ranking_unit":"Credit monitoring or credit score service and subscription plan"},"schema_version":4,"summary":"myFICO is a strong fit for prospective auto-loan borrowers who want to see the FICO score versions auto lenders actually use before applying. All seven AI platforms that evaluated the service for this use case named myFICO in their rankings, and six of seven rated it a \"strong\" fit while one rated it \"good.\" The strongest reason to consider myFICO is its access to FICO Auto Scores across all three major credit bureaus—something free services and VantageScore-based competitors do not offer. The main limitation is cost: the relevant three-bureau plans run $29.95 to $39.95 per month, and the…","target_buyer":"Prospective auto-loan borrowers who want to understand and monitor their scores, reports, and credit changes before vehicle financing","topic":{"base_category":"Credit monitoring & scores","category_criteria":["Auto-lending-relevant score access","bureau and report coverage","score-model transparency","alert speed","update frequency","planning tools","subscription cost"],"geography":"United States","slug":"best-credit-monitoring-services-before-applying-for-an-auto-loan","title":"Best Credit Monitoring Services Before Applying for an Auto Loan","use_case":"Pre-Auto-Loan Credit Monitoring"}}