{"citations":{"source_mix":{"company_owned":82,"independent":25,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":84,"partial":21},"total_sources":107,"unique_domain_count":30},"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":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Pre-Auto-Loan Credit Monitoring","subject":"Experian","unit":"rank","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Experian","unit":"platforms","value":6},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Pre-Auto-Loan Credit Monitoring","subject":"Equifax","unit":"rank","value":3},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Equifax","unit":"platforms","value":5},{"claim_id":"claim-008","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Pre-Auto-Loan Credit Monitoring","subject":"Credit Karma","unit":"rank","value":4},{"claim_id":"claim-009","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Credit Karma","unit":"platforms","value":4},{"claim_id":"claim-010","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Pre-Auto-Loan Credit Monitoring","subject":"TransUnion","unit":"rank","value":5},{"claim_id":"claim-011","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"TransUnion","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","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},{"average_rank":2.3333333333333335,"best_rank":1,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"Experian","platform_mentions":6,"platform_share":0.8571428571428571},{"average_rank":5,"best_rank":2,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"Equifax","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":4.5,"best_rank":4,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"Credit Karma","platform_mentions":4,"platform_share":0.5714285714285714},{"average_rank":5.75,"best_rank":3,"entity_id":"entity-005","entity_type":"company","final_rank":5,"name":"TransUnion","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/pre-auto-loan-credit-monitoring.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/pre-auto-loan-credit-monitoring","report_type":"best_of_index","study_id":"CCI-STUDY-FB7281139E12","title":"Best Credit Monitoring Services Before Applying for an Auto Loan"},"limitations":["Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a completed review.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each fit review are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path."],"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 08:00:07.868261+00","research_date":"2026-09-07","source_snapshot_sha256":"375822d2e72dc007e2aca6921da1e1f1e29c6f89e71aeb1d8a48b2b2931e2ba4","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 the consensus leader for pre-auto-loan credit monitoring, named by all seven AI platforms studied with an average listed rank of 1.86 and a best rank of 1. The strongest alternatives serve distinct buyer needs: Experian (ranked by 6 platforms, average 2.33) suits borrowers who want Experian-based FICO scores with a free entry point; Equifax (5 platforms, average 5.0) offers direct Equifax-file access and credit report locking; Credit Karma (4 platforms, average 4.5) provides free VantageScore 3.0 monitoring from TransUnion and Equifax; and TransUnion (4 platforms, average 5.75)…","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"}}