{"citations":{"source_mix":{"company_owned":7,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":10,"partial":8},"total_sources":18,"unique_domain_count":10},"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 Personal Loans for Self-Employed Borrowers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"Personal Loans for Self-Employed Borrowers","subject":"Earnest","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Earnest","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-08","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Earnest","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-08","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Earnest","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-08","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Earnest","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-08","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Earnest","unit":"platforms","value":1},{"claim_id":"claim-008","confidence":"verified","observed_at":"2026-09-08","platform_support":["openai","anthropic"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Earnest","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Earnest","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/personal-debt-consolidation-loans/personal-loans-self-employed-borrowers/earnest.json","page_url":"https://creditconsensusindex.com/personal-debt-consolidation-loans/personal-loans-self-employed-borrowers/earnest","report_type":"fit_review","study_id":"CCI-STUDY-A185D58E70C4","title":"Earnest for Personal Loans for Self-Employed Borrowers 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":"2026-09-08 22:35:56.529751+00","research_date":"2026-09-08","source_snapshot_sha256":"52cf141731822142311371d0a379dfaafeafd9e68b0b176c00ce2f766f98f21b","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006","claim-007","claim-008"],"entities":["Earnest"],"id":"question-001","question":"On which points did the AI platforms reach consensus about Earnest for self-employed borrowers?","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","claim-008"],"entities":["Earnest"],"id":"question-002","question":"Which Earnest features were consistently reported across multiple platforms?","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","claim-008"],"entities":["Earnest"],"id":"question-003","question":"Why did platforms reach such different conclusions about Earnest's fit?","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","claim-008"],"entities":["Earnest"],"id":"question-004","question":"Which facts about Earnest's personal loan product remain unresolved?","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","claim-008"],"entities":["Earnest"],"id":"question-005","question":"What specific features does Earnest offer that matter for self-employed borrowers?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006","claim-007","claim-008"],"entities":["Earnest"],"id":"question-006","question":"How does Earnest handle income verification and repayment flexibility?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006","claim-007","claim-008"],"entities":["Earnest"],"id":"question-007","question":"What does Earnest charge for its personal loan product?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-008","question":"Which fee and pricing details 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","claim-008"],"entities":["Earnest"],"id":"question-009","question":"When should a self-employed borrower choose a different lender over Earnest?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-010","question":"Which borrower profiles are better served by alternatives?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":22,"qualified_finalists":10,"ranking_unit":"Personal loan lender and loan product"},"schema_version":4,"summary":"Earnest is a conditional fit for self-employed borrowers seeking personal loans, but not a clearly dominant choice. Three of seven platforms named Earnest during the ranking stage (43% platform share), with an average listed rank of 4.3 and a best rank of 1. Platform fit ratings ranged from \"strong\" to \"weak,\" with two platforms rating Earnest \"uncertain\" and two rating it \"mixed.\" The strongest reason to consider Earnest is its explicit acceptance of self-employment income with no mandatory origination, late, or prepayment fees reported by multiple sources. The main limitation is…","target_buyer":"Self-employed borrowers seeking unsecured personal loans with reasonable income-documentation requirements and competitive borrowing terms","topic":{"base_category":"Personal & debt consolidation loans","category_criteria":["Self-employed income acceptance","documentation requirements","APR and fees","loan amount range","repayment terms","prequalification options","funding speed"],"geography":"United States","slug":"best-personal-loans-for-self-employed-borrowers","title":"Best Personal Loans for Self-Employed Borrowers","use_case":"Personal Loans for Self-Employed Borrowers"}}