{"buyer_scenarios":[{"fit":"best_suited","scenario":"Instal 38 Plan: $38/month for 36 months; reports a $1,368 tradeline; returns $1,100 in savings; approximately 15.73% interest rate; approximately $268 in total interest"},{"fit":"best_suited","scenario":"Instal 48 Plan: $28/month for 48 months; reports a $1,010 tradeline; returns $1,010 in savings; approximately 15.61% interest rate"},{"fit":"best_suited","scenario":"Google reported Magnum monthly payments starting at $16 to $110+ per month, focused on reporting larger installment tradelines up to $25,000"},{"fit":"best_suited","scenario":"Grok reported a $25 admin fee and approximately 6.99% APR for the Magnum tier"},{"fit":"not_best_suited","scenario":"Consumers with unstable income or limited emergency cash flow who may miss payments and risk further credit damage"},{"fit":"not_best_suited","scenario":"Consumers seeking the lowest total cost; secured credit cards and credit union credit-builder loans may be cheaper"},{"fit":"not_best_suited","scenario":"Consumers who need revolving-credit utilization experience rather than only installment history"},{"fit":"not_best_suited","scenario":"Consumers who need liquidity or expect expenses and cannot lock funds for 36 months"}],"citations":{"source_mix":{"company_owned":8,"independent":13,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":6},"total_sources":22,"unique_domain_count":16},"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-Building Products After Bankruptcy","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"Credit Building After Bankruptcy","subject":"Credit Strong","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Credit Strong","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-08","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Credit Strong","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Credit Strong","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-08","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Credit Strong","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-08","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Credit Strong","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7.75,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Credit Strong","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-building-rebuilding/credit-building-after-bankruptcy/credit-strong.json","page_url":"https://creditconsensusindex.com/credit-building-rebuilding/credit-building-after-bankruptcy/credit-strong","report_type":"fit_review","study_id":"CCI-STUDY-DB2C392D80F3","title":"Credit Strong for Credit-Building Products After Bankruptcy 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":"2026-09-08 23:09:14.360631+00","research_date":"2026-09-08","source_snapshot_sha256":"fe1f5107704f3a957c2d10ab46d5d178d92ac6342a97838bfee25ae4affea901","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006","claim-007"],"entities":["Credit Strong"],"id":"question-001","question":"What core strengths did the AI platforms consistently identify for Credit Strong after bankruptcy?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-002","question":"Which product features did platforms treat as established facts versus company claims?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006","claim-007"],"entities":["Credit Strong"],"id":"question-003","question":"Where did platforms disagree about Credit Strong's suitability after bankruptcy?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-004","question":"What specific facts could not be verified from public sources?","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","claim-006","claim-007"],"entities":["Credit Strong"],"id":"question-005","question":"What specific features make Credit Strong workable for post-bankruptcy rebuilding?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-006","question":"Which capabilities are company claims versus independently verified facts?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-007","question":"What does the Magnum $2,500, 36-month plan actually cost?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-008","question":"Which fees are confirmed, and which remain unverified?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006","claim-007"],"entities":["Credit Strong"],"id":"question-009","question":"When should a post-bankruptcy consumer choose something other than Credit Strong?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-010","question":"Which alternatives did platforms recommend and under what conditions?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":20,"qualified_finalists":10,"ranking_unit":"Credit-building product and provider"},"schema_version":4,"summary":"Credit Strong is a mixed-to-good fit for consumers rebuilding credit after bankruptcy, not a clear default winner. Four of seven platforms named Credit Strong during the ranking stage (57% platform share), with an average listed rank of 7.75 and a best rank of 6. The strongest reason to consider it: its installment credit-builder accounts report to all three major bureaus without a hard credit inquiry, making it accessible to recently discharged filers who cannot qualify for conventional credit. The main limitation: the recommended Magnum $2,500, 36-month plan carries an uncertain all-in…","target_buyer":"Consumers who have completed bankruptcy and want to rebuild responsibly with accessible products that create positive payment history without excessive cost or debt","topic":{"base_category":"Credit building & rebuilding","category_criteria":["Post-bankruptcy eligibility","credit bureau reporting","total fees and interest","payment affordability","debt risk","product accessibility","long-term rebuilding value"],"geography":"United States","slug":"best-credit-building-products-after-bankruptcy","title":"Best Credit-Building Products After Bankruptcy","use_case":"Credit Building After Bankruptcy"}}