{"buyer_scenarios":[{"fit":"best_suited","scenario":"Spouses or partners preparing to apply for major joint loans who need access to multiple versions of official FICO scores, including mortgage and auto versions"},{"fit":"best_suited","scenario":"Households wanting monitoring across Equifax, Experian, and TransUnion"},{"fit":"best_suited","scenario":"Families that want one vendor for adult coverage plus child coverage, if the family plan is offered at the point of purchase"},{"fit":"best_suited","scenario":"Buyers willing to pay a premium for more frequent score and report access"},{"fit":"not_best_suited","scenario":"Families seeking free or low-cost monitoring. MyFICO requires a paid subscription and is positioned around premium FICO score access ."},{"fit":"not_best_suited","scenario":"Households primarily needing identity monitoring for minor children. Child monitoring is either undocumented, unclear, or limited to identity monitoring without active credit file monitoring, depending on the source ."},{"fit":"not_best_suited","scenario":"Families wanting a clearly published all-in-one family price with uncomplicated enrollment. Public details on the family offering are incomplete or inconsistent ."},{"fit":"not_best_suited","scenario":"Households with more than two adults needing coverage. The family product, where confirmed, covers exactly two adults ."}],"citations":{"source_mix":{"company_owned":13,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":8},"total_sources":21,"unique_domain_count":13},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Credit Monitoring Services for Families","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek"],"predicate":"final_consensus_rank","qualifier":"Family Credit & Identity Monitoring","subject":"MyFICO","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"MyFICO","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-08","platform_support":["openai","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"MyFICO","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"MyFICO","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"MyFICO","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/family-credit-identity-monitoring/myfico.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/family-credit-identity-monitoring/myfico","report_type":"fit_review","study_id":"CCI-STUDY-2DDB761FF063","title":"MyFICO for Credit Monitoring Services for Families 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":"2026-09-08 13:08:25.734146+00","research_date":"2026-09-08","source_snapshot_sha256":"845c79998cba7819ce07c54f80119ce82e5affe90ef7a13b70b7d863617644dc","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["MyFICO"],"id":"question-001","question":"Why was MyFICO included in a family credit monitoring evaluation?","section":"Why MyFICO Qualified for This Study","section_id":"why-myfico-qualified-for-this-study"},{"id":"question-002","question":"What specific product features made it relevant to households?","section":"Why MyFICO Qualified for This Study","section_id":"why-myfico-qualified-for-this-study"},{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["MyFICO"],"id":"question-003","question":"What did the platforms consistently agree on about MyFICO for families?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-004","question":"Which strengths were recognized across multiple independent assessments?","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":["MyFICO"],"id":"question-005","question":"Does MyFICO actually offer a family plan?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-006","question":"What child monitoring features are included?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-007","question":"What is the real price?","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":["MyFICO"],"id":"question-008","question":"How does MyFICO handle multi-adult coverage?","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":["MyFICO"],"id":"question-009","question":"What does MyFICO offer for child monitoring?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-010","question":"What identity protection features are included?","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":["MyFICO"],"id":"question-011","question":"What does MyFICO actually cost for a family?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-012","question":"Are there contracts or cancellation fees?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-013","question":"Which competitor types should families consider instead?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-014","question":"What specific features would justify choosing another service?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":22,"qualified_finalists":10,"ranking_unit":"Family credit monitoring and identity protection plan"},"schema_version":4,"summary":"MyFICO is a mixed-to-weak fit for family credit and identity monitoring. Of the 7 AI platforms that evaluated MyFICO for this use case, only 2 named it during the ranking stage (anthropic and deepseek), giving it a platform mention share of roughly 29%. Its average listed rank was 6.5, with a best rank of 5. The strongest reason to consider MyFICO is its access to official FICO scores across all three bureaus—valuable for households preparing for major joint credit decisions like a mortgage. The main limitation is structural: MyFICO's product lineup is built around individual subscriptions,…","target_buyer":"Households seeking cost-effective credit and identity monitoring for spouses, partners, children, or multiple family members under one plan","topic":{"base_category":"Credit monitoring & scores","category_criteria":["Multi-person coverage","adult and child monitoring options","bureau coverage","identity alerts","recovery support","family pricing","account management"],"geography":"United States","slug":"best-credit-monitoring-services-for-families","title":"Best Credit Monitoring Services for Families","use_case":"Family Credit & Identity Monitoring"}}