{"citations":{"source_mix":{"company_owned":14,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":7},"total_sources":26,"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 for Bad Credit","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"Credit-Builder Loans for Bad Credit","subject":"Kikoff","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Kikoff","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-07","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Kikoff","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-07","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Kikoff","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-07","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Kikoff","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-07","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Kikoff","unit":"platforms","value":1},{"claim_id":"claim-008","confidence":"verified","observed_at":"2026-09-07","platform_support":["anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Kikoff","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Kikoff","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-building-rebuilding/credit-builder-loans-bad-credit/kikoff.json","page_url":"https://creditconsensusindex.com/credit-building-rebuilding/credit-builder-loans-bad-credit/kikoff","report_type":"fit_review","study_id":"CCI-STUDY-359F80214919","title":"Kikoff for Credit-Builder Loans for Bad Credit 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":"2026-09-07 07:33:43.998572+00","research_date":"2026-09-07","source_snapshot_sha256":"4b2699606698313c52998fe1265e0840f9831c6e0db1bf10915948c2d178fb2f","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":27,"qualified_finalists":7,"ranking_unit":"Credit-builder loan and provider"},"schema_version":4,"summary":"Kikoff is a mixed-to-weak fit for consumers specifically seeking a traditional credit-builder loan for bad credit. Four of seven AI platforms named Kikoff during the ranking stage, with an average listed rank of 3.0 and a best rank of 2. The strongest reason to consider Kikoff is its low $5-per-month entry cost with no credit check and reported activity to credit bureaus. The main limitation is structural: Kikoff's primary product is a subscription-based credit account, not a conventional installment credit-builder loan with an escrowed savings balance and maturity payout. Platforms rated…","target_buyer":"Consumers with bad credit who want to establish positive installment-payment history through an affordable credit-builder loan","topic":{"base_category":"Credit building & rebuilding","category_criteria":["Three-bureau reporting","approval accessibility","monthly payment","total fees and interest","term options","savings payout structure","payment flexibility"],"geography":"United States","slug":"best-credit-builder-loans-for-bad-credit","title":"Best Credit-Builder Loans for Bad Credit","use_case":"Credit-Builder Loans for Bad Credit"}}