{"buyer_scenarios":[{"fit":"best_suited","scenario":"Prioritize a genuine FICO Score over a VantageScore. The free plan provides a real FICO Score 8 from Equifax, the scoring model used by roughly 90% of top U.S. lenders ."},{"fit":"best_suited","scenario":"Want a no-cost, no-credit-card entry point. The plan requires no payment information and has no trial-to-paid conversion risk ."},{"fit":"best_suited","scenario":"Are comfortable with single-bureau monitoring. Buyers who primarily want to track Equifax data and receive monthly score updates will find the plan adequate ."},{"fit":"best_suited","scenario":"May later want paid FICO scores or broader monitoring. The free plan serves as a baseline before deciding whether paid myFICO plans are necessary ."},{"fit":"not_best_suited","scenario":"Need three-bureau monitoring at no cost. The free plan covers Equifax only . Competitors like Credit Karma offer two-bureau coverage free, and Experian's free tier provides Experian monitoring ."},{"fit":"not_best_suited","scenario":"Want daily or weekly score updates. The free plan refreshes monthly . Credit Karma updates daily ."},{"fit":"not_best_suited","scenario":"Need identity monitoring, theft insurance, or restoration. These features are excluded from the free plan ."},{"fit":"not_best_suited","scenario":"Want comprehensive alerts for new accounts, inquiries, or negative information. Alert coverage on the free plan appears limited to score changes ."}],"citations":{"source_mix":{"company_owned":12,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":5},"total_sources":20,"unique_domain_count":13},"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":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"Free Credit Monitoring","subject":"myFICO","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-04","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"myFICO","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-04","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"myFICO","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-04","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"myFICO","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-04","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"myFICO","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-04","platform_support":["anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"myFICO","unit":"platforms","value":2}],"consensus_findings":["The free plan costs $0 and requires no credit card","The free plan provides a genuine FICO Score, not a VantageScore","Coverage is limited to Equifax only","Updates occur monthly, not daily or weekly","Identity monitoring and theft insurance are excluded","The free plan functions as an upsell funnel"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Does the free plan include monitoring alerts at all?","How many FICO scores per year does the free tier provide?","Is the free plan a \"true\" free service or a teaser?","Does the free plan include a monthly Equifax credit report?","What is the exact alert trigger threshold?"],"entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"myFICO","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-monitoring-scores/free-credit-monitoring/myfico.json","page_url":"https://creditconsensusindex.com/credit-monitoring-scores/free-credit-monitoring/myfico","report_type":"fit_review","study_id":"CCI-STUDY-2A5BECDD7ED9","title":"myFICO 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."],"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 09:03:33.120006+00","research_date":"2026-09-04","source_snapshot_sha256":"0962d3e7853d1986d52ef0dc2f6a3c6c63471ddc2158ab9e22f6e24a4ee4f81c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":14,"qualified_finalists":10,"ranking_unit":"Credit monitoring service and free plan"},"schema_version":4,"summary":"myFICO is a conditional good fit for Free Credit Monitoring, but only for a specific type of buyer. Two of seven AI platforms named myFICO during the ranking stage, placing it at an average rank of 4.0 (best rank: 3). The strongest reason to consider myFICO's Free Plan is that it provides access to a genuine FICO Score 8 from Equifax—the scoring model used by approximately 90% of top U.S. lenders—at no recurring cost and without requiring a credit card. The main limitation is equally clear: the free plan monitors only one bureau (Equifax), updates monthly rather than daily, and excludes…","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"}}