{"citations":{"source_mix":{"company_owned":22,"independent":6,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":4},"total_sources":29,"unique_domain_count":13},"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 Credit Monitoring Services With All Three Credit Bureaus","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","google","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Three-Bureau Credit Monitoring","subject":"Equifax","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","google","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Equifax","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-04","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Equifax","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-04","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Equifax","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Equifax","unit":"platforms","value":3}],"consensus_findings":["Three-Bureau Coverage Is Genuine","Experian and TransUnion Monitoring Activates Slowly","Full Three-Bureau Reports Are Annual, Not Monthly or Quarterly","The Service Uses VantageScore 3.0, Not FICO Scores","Pricing Is Competitive at $19.95 Per Month","Identity Protection Features Are Bundled"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Overall Fit Rating Split Three Ways","Pricing Conflicts Across Platforms","Score Model Conflict","Alert Speed and Comprehensiveness Uncertain","Customer Support Quality Is Unverified","Research Date Discrepancies"],"entities":[{"average_rank":5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Equifax","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/three-bureau-credit-monitoring/equifax.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/three-bureau-credit-monitoring/equifax","report_type":"fit_review","study_id":"CCI-STUDY-3202D6F7D498","title":"Equifax for Credit Monitoring Services With All Three Credit Bureaus 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":"2026-09-04 06:10:50.142649+00","research_date":"2026-09-04","source_snapshot_sha256":"f858202b75b51611e696465e75af6e1be9410cf7eeedfef239bc01dd99963753","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":20,"qualified_finalists":10,"ranking_unit":"Credit monitoring service and subscription plan"},"schema_version":4,"summary":"Equifax is a good but not top-tier fit for consumers seeking ongoing Three-Bureau Credit Monitoring across Equifax, Experian, and TransUnion in a single paid subscription. Five of seven AI platforms named Equifax during the ranking stage, and the platform fit ratings split three \"good,\" three \"mixed,\" and one \"strong.\" The strongest reason to consider Equifax Complete Premier is its bureau-direct three-bureau monitoring at a competitive $19.95 monthly price point, undercutting TransUnion Premium and myFICO equivalents by roughly $10 per month. The main limitation is structural: Experian and…","target_buyer":"Consumers who want ongoing monitoring across Equifax, Experian, and TransUnion rather than single-bureau coverage","topic":{"base_category":"Credit monitoring & scores","category_criteria":["Equifax","Experian","and TransUnion coverage","alert speed","credit report detail","score availability","update frequency","pricing transparency","customer support"],"geography":"United States","slug":"best-credit-monitoring-services-with-all-three-credit-bureaus","title":"Best Credit Monitoring Services With All Three Credit Bureaus","use_case":"Three-Bureau Credit Monitoring"}}