{"buyer_scenarios":[{"fit":"best_suited","scenario":"Consumers primarily concerned with their TransUnion credit report and score. TransUnion provides direct, bureau-source access to TransUnion data with daily refreshes (openai, )."},{"fit":"best_suited","scenario":"Buyers who want ongoing monitoring for changes, inquiries, and identity-related activity. Paid plans include fraud alerts, dark web monitoring, and identity theft insurance (, anthropic)."},{"fit":"best_suited","scenario":"Consumers who want bureau-direct access rather than an unaffiliated score display. TransUnion offers context about its own report data that generic score aggregators may not provide (openai)."},{"fit":"best_suited","scenario":"Users seeking a free option for TransUnion-specific score tracking. The free Credit Essentials tier provides daily VantageScore 3.0 and report access without a credit card ."},{"fit":"not_best_suited","scenario":"Consumers seeking all three bureaus' FICO scores. TransUnion's plans do not provide FICO scores from any bureau ."},{"fit":"not_best_suited","scenario":"Buyers who need specific FICO model versions such as FICO 8, 9, Auto, Mortgage, or Bankcard scores (deepseek, kimi)."},{"fit":"not_best_suited","scenario":"Anyone preparing for a mortgage or auto loan application who wants to see the exact score a lender will pull. Mortgage lenders often use older FICO models (Score 2/5), and auto lenders use FICO Auto Score versions not…"},{"fit":"not_best_suited","scenario":"Consumers who want transparent model-version documentation before comparing a displayed score with a lender's score. TransUnion does not prominently disclose FICO model versions because it does not provide FICO scores…"}],"citations":{"source_mix":{"company_owned":15,"independent":3,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":5},"total_sources":18,"unique_domain_count":5},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Credit Score Services for Seeing the Scores Lenders Use","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"Lender-Relevant Credit Score Access","subject":"TransUnion","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"TransUnion","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-07","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"TransUnion","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"weak","subject":"TransUnion","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"TransUnion","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/lender-relevant-credit-score-access/transunion.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/lender-relevant-credit-score-access/transunion","report_type":"fit_review","study_id":"CCI-STUDY-9EC028E12995","title":"TransUnion for Credit Score Services for Seeing the Scores Lenders Use 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":"2026-09-07 11:43:53.936135+00","research_date":"2026-09-07","source_snapshot_sha256":"5f2d37ff3a4a8b8ab91651baca72356e50b56b1e1756c4883f4549f22e1c252a","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-001","question":"What makes TransUnion relevant to lender-relevant credit score access?","section":"Why TransUnion Qualified for This Study","section_id":"why-transunion-qualified-for-this-study"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-002","question":"Which TransUnion products were evaluated in this study?","section":"Why TransUnion Qualified for This Study","section_id":"why-transunion-qualified-for-this-study"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-003","question":"What did the AI platforms unanimously agree about TransUnion's fit?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-004","question":"Which TransUnion strengths were consistently identified?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-005","question":"How did platforms rate TransUnion overall?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-006","question":"Where did platform findings conflict about TransUnion's products?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-007","question":"What specific product details remain unverified?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-008","question":"What features does TransUnion offer that support lender-relevant score tracking?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-009","question":"What capabilities are missing for this specific use case?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-010","question":"What does TransUnion charge for its relevant plans?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-011","question":"What are the contract and cancellation terms?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-012","question":"Are there free or lower-cost alternatives within TransUnion?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["TransUnion"],"id":"question-013","question":"When should a buyer choose myFICO or another service over TransUnion?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-014","question":"What alternatives exist for free FICO score access?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":17,"qualified_finalists":10,"ranking_unit":"Credit score service and subscription plan"},"schema_version":4,"summary":"TransUnion is a mixed fit for consumers seeking broad access to the credit scores lenders actually use. Across the ranking stage, 3 of 7 platforms named TransUnion, with an average listed rank of 4.0 and a best rank of 3. The strongest reason to consider TransUnion is its direct access to one of the three major credit bureaus' data, including daily TransUnion credit report and VantageScore 3.0 updates. The main limitation is decisive: TransUnion's consumer plans do not provide FICO scores, which are used in approximately 90% of U.S. lending decisions. Every platform that evaluated TransUnion…","target_buyer":"Consumers who want broad access to credit scores and scoring models that are relevant to lending decisions across different bureaus and loan types","topic":{"base_category":"Credit monitoring & scores","category_criteria":["Breadth of lender-relevant score models","FICO access","bureau coverage","model and version transparency","update frequency","credit report access","pricing"],"geography":"United States","slug":"best-credit-score-services-for-seeing-the-scores-lenders-use","title":"Best Credit Score Services for Seeing the Scores Lenders Use","use_case":"Lender-Relevant Credit Score Access"}}