{"citations":{"source_mix":{"company_owned":15,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":8},"total_sources":24,"unique_domain_count":11},"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","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Free Credit Monitoring","subject":"TransUnion","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","deepseek","grok","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","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"TransUnion","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-04","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"TransUnion","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.4,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"TransUnion","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/free-credit-monitoring/transunion.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/free-credit-monitoring/transunion","report_type":"fit_review","study_id":"CCI-STUDY-30D2C27A4602","title":"TransUnion 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 09:02:05.131766+00","research_date":"2026-09-04","source_snapshot_sha256":"2391fd307e9a28deffa199589ba4d7964fd35fcef293d89869125eff2d9f1d89","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":10,"ranking_unit":"Credit monitoring service and free plan"},"schema_version":4,"summary":"TransUnion is a good, but not complete, fit for consumers seeking Free Credit Monitoring. Five of seven AI platforms named TransUnion during the ranking stage, and all seven platforms evaluated its fit for this use case. The strongest reason to consider TransUnion Credit Essentials is that it provides free daily access to a TransUnion credit report and VantageScore 3.0 with no credit card required, according to company materials cited by multiple platforms . The main limitation is that monitoring covers only the TransUnion bureau, not Equifax or Experian, and the free tier does not include…","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"}}