{"buyer_scenarios":[{"fit":"best_suited","scenario":"Late payment fee: 5% of the monthly payment amount if paid 15+ days past due"},{"fit":"best_suited","scenario":"Failed payment or return fee: $15 for failed bank account payments"},{"fit":"best_suited","scenario":"Convenience fee for debit card payments (e.g., $0.30 plus 2.99% or a fixed expedited fee up to $3.50)"},{"fit":"best_suited","scenario":"Early withdrawal or termination fee: typically under $5"},{"fit":"not_best_suited","scenario":"Consumers seeking the absolute lowest total cost, since interest and fees reduce the payout below the total paid in"},{"fit":"not_best_suited","scenario":"Borrowers who want a no-fee or zero-interest credit-building option"},{"fit":"not_best_suited","scenario":"Consumers unable to maintain a fixed monthly payment for 24 months, since late payments damage credit like any installment loan"},{"fit":"not_best_suited","scenario":"Those who already have an installment loan (auto, student, mortgage) and seek only marginal credit-mix benefit"}],"citations":{"source_mix":{"company_owned":12,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":8},"total_sources":28,"unique_domain_count":16},"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-Builder Loans That Report to All Three Credit Bureaus","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Three-Bureau Credit-Builder Loans","subject":"Self Financial","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Self Financial","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Self Financial","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["openai","anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"Self Financial","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Self Financial","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-building-rebuilding/three-bureau-credit-builder-loans/self-financial.json","page_url":"https://creditconsensusindex.com/credit-building-rebuilding/three-bureau-credit-builder-loans/self-financial","report_type":"fit_review","study_id":"CCI-STUDY-7D622F5A119A","title":"Self Financial for Credit-Builder Loans That Report to 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."],"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 13:53:30.311721+00","research_date":"2026-09-07","source_snapshot_sha256":"e7aac6ad5b494d700a52cdf400dc2db8ada1a89e3e0b9ecd5567a20c60098353","verification_scope":"public_verification"},"questions":[{"id":"question-001","question":"Did the AI platforms agree that Self reports to all three credit bureaus?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-002","question":"What product features did the platforms consistently confirm?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-003","question":"How did the platforms rate Self's overall fit for this use case?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-004","question":"What pricing details did the platforms report inconsistently?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-005","question":"What reporting reliability concerns were raised?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-006","question":"Which product terms remain unverified?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-007","question":"How does Self's reporting cadence work for this use case?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-008","question":"What approval requirements apply?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-009","question":"What is the payout structure at maturity?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-010","question":"What does the $25/month Small Builder plan actually cost over 24 months?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-011","question":"What fees apply beyond the monthly payment?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-012","question":"What are the contract and cancellation terms?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-013","question":"When should a buyer choose a different credit-builder product over Self?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-014","question":"What alternatives did the platforms suggest?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":28,"qualified_finalists":10,"ranking_unit":"Credit-builder loan and provider"},"schema_version":4,"summary":"Self Financial is a good-to-strong fit for consumers who specifically want a credit-builder loan that reports positive payment activity to Equifax, Experian, and TransUnion. Six of seven AI platforms named Self in the ranking stage, and five of seven rated it a \"strong\" fit while two rated it \"good.\" The strongest reason to consider Self is its explicit, company-stated monthly reporting to all three major credit bureaus through the Credit Builder Account, paired with a low $25/month entry plan and no hard credit check. The main limitation is cost and structure: the product is not an…","target_buyer":"Consumers who specifically want a credit-builder loan that reports positive payment activity to Equifax, Experian, and TransUnion","topic":{"base_category":"Credit building & rebuilding","category_criteria":["Equifax","Experian","and TransUnion reporting","reporting cadence","monthly payment","total fees and interest","term options","approval accessibility","payout structure"],"geography":"United States","slug":"best-credit-builder-loans-that-report-to-all-three-credit-bureaus","title":"Best Credit-Builder Loans That Report to All Three Credit Bureaus","use_case":"Three-Bureau Credit-Builder Loans"}}