{"citations":{"source_mix":{"company_owned":14,"independent":6,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":7},"total_sources":20,"unique_domain_count":10},"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":"TransUnion","unit":"rank","value":4},{"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":"TransUnion","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":"TransUnion","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-04","platform_support":["openai","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"TransUnion","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"weak","subject":"TransUnion","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.8,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"TransUnion","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/three-bureau-credit-monitoring/transunion.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/three-bureau-credit-monitoring/transunion","report_type":"fit_review","study_id":"CCI-STUDY-79A5381E0A60","title":"TransUnion 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.","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 06:10:42.549883+00","research_date":"2026-09-04","source_snapshot_sha256":"17d19ef39354c9c55456ab647b1244d32ae1dad531d63807f4a3d9e007d506ce","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":20,"qualified_finalists":10,"ranking_unit":"Credit monitoring service and subscription plan"},"schema_version":4,"summary":"TransUnion is a mixed fit for Three-Bureau Credit Monitoring. Five of seven AI platforms named TransUnion during the ranking stage (71% share), with an average listed rank of 5.8 and a best rank of 3. The strongest reason to consider TransUnion is its TransUnion Credit Premium plan, which provides daily monitoring and alerts across Equifax, Experian, and TransUnion, bundled with identity theft protection and $1 million in insurance. The main limitation is that Equifax and Experian reports and scores refresh only quarterly, not daily or monthly, and the service uses VantageScore 3.0 rather…","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"}}