{"citations":{"source_mix":{"company_owned":7,"independent":14,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":15,"partial":6},"total_sources":21,"unique_domain_count":14},"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 After Unsuccessful DIY Credit Disputes","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek","google","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Post-DIY Credit Dispute Assistance","subject":"Credit Saint","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek","google","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Credit Saint","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Credit Saint","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Credit Saint","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-07","platform_support":["openai","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Credit Saint","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-07","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Credit Saint","unit":"platforms","value":1}],"consensus_findings":["Personalized Dispute Drafting Is a Core Strength","Bureau and Furnisher Handling Is a Documented Capability","Tiered Plans Allow Matching Service Intensity to Case Complexity","No Outcome Guarantees Are Lawfully Possible","Federal Cancellation Protections Apply"],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","disagreements":["Prior-Dispute Review: The Central Uncertainty","Pricing Conflicts Across Sources","Cancellation and Refund Terms: Conflicting Descriptions","Fit Ratings Ranged from Strong to Uncertain"],"entities":[{"average_rank":2.2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Credit Saint","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-repair/post-diy-credit-dispute-assistance/credit-saint.json","page_url":"https://creditconsensusindex.com/credit-repair/post-diy-credit-dispute-assistance/credit-saint","report_type":"fit_review","study_id":"CCI-STUDY-0AD841895057","title":"Credit Saint for Credit Repair Companies After Unsuccessful DIY Credit Disputes 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 08:17:49.695692+00","research_date":"2026-09-07","source_snapshot_sha256":"207a88ef68c1f93df3fcfdd66730927d28ed3c2aef646ad5b9bd7f45fea26c43","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":8,"ranking_unit":"Credit repair company and service plan"},"schema_version":4,"summary":"Credit Saint is a mixed-to-good fit for consumers whose self-filed credit disputes failed to resolve suspected reporting errors and who now want professional dispute management. Five of seven AI research platforms named Credit Saint during the ranking stage, and it achieved the best listed rank of #1 with an average rank of 2.2. The strongest reason to consider Credit Saint is its tiered service model—particularly the Clean Slate Plan—which includes personalized dispute drafting, bureau challenges, and creditor interventions rather than generic template submissions. The main limitation is…","target_buyer":"Consumers whose prior self-filed credit disputes did not resolve suspected reporting errors and who now want professional review and next-step assistance","topic":{"base_category":"Credit repair","category_criteria":["Prior-dispute review","escalation strategy","dispute personalization","documentation analysis","bureau and furnisher handling","case support","pricing transparency","cancellation flexibility"],"geography":"United States","slug":"best-credit-repair-companies-after-unsuccessful-diy-credit-disputes","title":"Best Credit Repair Companies After Unsuccessful DIY Credit Disputes","use_case":"Post-DIY Credit Dispute Assistance"}}