{"citations":{"source_mix":{"company_owned":3,"independent":10,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":9,"partial":3},"total_sources":13,"unique_domain_count":10},"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 Repair Companies for Errors Across All Three Credit Bureaus","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek","google","grok","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"Three-Bureau Credit Report Disputes","subject":"M1 Credit Solutions","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek","google","grok","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"M1 Credit Solutions","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"good","subject":"M1 Credit Solutions","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"M1 Credit Solutions","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-07","platform_support":["openai","anthropic","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"M1 Credit Solutions","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.8,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"M1 Credit Solutions","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-repair/three-bureau-credit-report-disputes/m1-credit-solutions.json","page_url":"https://creditconsensusindex.com/credit-repair/three-bureau-credit-report-disputes/m1-credit-solutions","report_type":"fit_review","study_id":"CCI-STUDY-B984A3A6ABB7","title":"M1 Credit Solutions for Credit Repair Companies for Errors Across All Three Credit Bureaus 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.","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 06:12:54.458829+00","research_date":"2026-09-07","source_snapshot_sha256":"56392d946a93090283b408b0c3486fabb41002bac2fe7042f16e67e9b1073018","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":28,"qualified_finalists":8,"ranking_unit":"Credit repair company and service plan"},"schema_version":4,"summary":"M1 Credit Solutions is an uncertain fit for consumers seeking coordinated professional assistance with errors across Equifax, Experian, and TransUnion. Five of seven AI platforms named M1 Credit Solutions during the ranking stage, with an average listed rank of 1.8 and a best rank of 1. However, the strongest reason to consider M1 is its low-cost, AI-powered DIY platform at $29.99 per month that pulls three-bureau reports and generates dispute letters. The main limitation is that M1 appears to be a self-directed software tool rather than a full-service agency, and multiple platforms could…","target_buyer":"Consumers with inaccurate information appearing across Equifax, Experian, and TransUnion who want coordinated professional dispute assistance","topic":{"base_category":"Credit repair","category_criteria":["Three-bureau coverage","cross-bureau discrepancy review","dispute coordination","documentation quality","progress tracking","turnaround communication","pricing transparency","cancellation flexibility"],"geography":"United States","slug":"best-credit-repair-companies-for-errors-across-all-three-credit-bureaus","title":"Best Credit Repair Companies for Errors Across All Three Credit Bureaus","use_case":"Three-Bureau Credit Report Disputes"}}