{"citations":{"source_mix":{"company_owned":17,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":19,"partial":6},"total_sources":25,"unique_domain_count":9},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Free Credit Monitoring Services","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Free Credit Monitoring","subject":"Experian","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Experian","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-04","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Experian","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-04","platform_support":["openai","anthropic","deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Experian","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-04","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Experian","unit":"platforms","value":1}],"consensus_findings":["Unanimous agreement: Free with no recurring fee","Strong agreement: FICO Score 8 access is a key differentiator","Strong agreement: Monitoring is limited to Experian bureau data","Strong agreement: Free credit report access is included","Majority agreement: Upsells are present and may be aggressive"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Update frequency conflict: Daily vs. monthly","Alert scope uncertainty","Fit rating variance","Product naming inconsistency"],"entities":[{"average_rank":2.4285714285714284,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Experian","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/free-credit-monitoring/experian.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/free-credit-monitoring/experian","report_type":"fit_review","study_id":"CCI-STUDY-3D8281D738D8","title":"Experian for Free Credit Monitoring Services 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":"2026-09-04 09:00:58.105401+00","research_date":"2026-09-04","source_snapshot_sha256":"da55c3fa815cda36cd4644fa4d067c96d09cb452bc87de7f619df1a88d234362","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":10,"ranking_unit":"Credit monitoring service and free plan"},"schema_version":4,"summary":"Experian is a good fit for consumers seeking no-cost access to a FICO Score, Experian credit report information, and change alerts on the Experian credit file, but it is not a comprehensive three-bureau monitoring solution. All 7 AI platforms that participated in the ranking stage named Experian as a finalist, giving it a 100% platform share with an average listed rank of 2.43 and a best rank of 1. The strongest reason to consider Experian is its free FICO Score 8 access, which most free competitors do not offer. The main limitation is that monitoring covers only Experian's bureau data,…","target_buyer":"Consumers who want useful credit scores, monitoring alerts, and report information without paying a monthly subscription","topic":{"base_category":"Credit monitoring & scores","category_criteria":["No recurring fee","credit score access","monitoring alert coverage","credit report access","update frequency","privacy and data terms","upsell transparency"],"geography":"United States","slug":"best-free-credit-monitoring-services","title":"Best Free Credit Monitoring Services","use_case":"Free Credit Monitoring"}}