{"citations":{"source_mix":{"company_owned":10,"independent":3,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":9,"partial":3},"total_sources":13,"unique_domain_count":6},"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 Paid 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","perplexity"],"predicate":"final_consensus_rank","qualifier":"Premium Paid Credit Monitoring","subject":"TransUnion","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"TransUnion","unit":"platforms","value":6},{"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","anthropic","deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"TransUnion","unit":"platforms","value":6}],"consensus_findings":["TransUnion Credit Premium Is the Primary Current Product","Identity Protection Features Are a Genuine Strength","VantageScore 3.0, Not FICO, Is the Score Model","Daily TransUnion Updates, Quarterly for Other Bureaus","Cancellation Is Month-to-Month With No Contract"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Whether the Plan Is Truly 3-Bureau","Product Naming and Availability","Pricing Confidence Varied Widely","Customer Experience and Technical Issues"],"entities":[{"average_rank":6,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"TransUnion","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/premium-paid-credit-monitoring/transunion.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/premium-paid-credit-monitoring/transunion","report_type":"fit_review","study_id":"CCI-STUDY-F0FAE1CC5A5F","title":"TransUnion for Paid 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 11:20:33.802535+00","research_date":"2026-09-04","source_snapshot_sha256":"5aca14b69d317c94501d9f1a9fbbae3fb3c5f28ba421b6ce94836a715376061c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":18,"qualified_finalists":10,"ranking_unit":"Credit monitoring service and paid subscription plan"},"schema_version":4,"summary":"TransUnion is a mixed fit for Premium Paid Credit Monitoring, according to six of seven AI platforms that evaluated it. Only one platform (grok) rated it a strong fit, while the remaining six rated it mixed. TransUnion was named by 6 of 7 configured platforms in the ranking stage, with an average listed rank of 6.0 and a best rank of 3. The strongest reason to consider TransUnion Credit Premium is its bundled identity protection package—including $1 million identity theft expense reimbursement insurance, dark web monitoring, and dedicated resolution services—combined with daily…","target_buyer":"Consumers willing to pay for broader monitoring, more detailed reports, frequent score updates, and premium credit-tracking features","topic":{"base_category":"Credit monitoring & scores","category_criteria":["Multi-bureau monitoring","credit report depth","score access","update frequency","monitoring and identity features","subscription value","cancellation terms"],"geography":"United States","slug":"best-paid-credit-monitoring-services","title":"Best Paid Credit Monitoring Services","use_case":"Premium Paid Credit Monitoring"}}