{"buyer_scenarios":[{"fit":"best_suited","scenario":"Individual borrowers with fair-to-good credit who can qualify on their own and do not need a co-applicant ."},{"fit":"best_suited","scenario":"Borrowers seeking moderate loan amounts of $2,000 to $50,000 for debt consolidation or major expenses ."},{"fit":"best_suited","scenario":"Applicants who want to check an estimated offer before committing through Best Egg's soft-credit prequalification process ."},{"fit":"best_suited","scenario":"Borrowers who prefer an online lender with fast funding—typically one to three business days after approval ."},{"fit":"not_best_suited","scenario":"Borrowers who need to combine income with a spouse, partner, or co-borrower to qualify—Best Egg's official support page states that only individual loans are available, and multiple independent reviews confirm that…"},{"fit":"not_best_suited","scenario":"Applicants with poor credit seeking a co-borrower to mask credit issues—even platforms that support joint availability note that Best Egg is best for those with good credit ."},{"fit":"not_best_suited","scenario":"Borrowers needing loan amounts above $50,000—competitors like SoFi and LightStream offer up to $100,000 unsecured ."},{"fit":"not_best_suited","scenario":"Borrowers who want to avoid origination fees—Best Egg charges fees up to 9.99%, while lenders like LightStream charge no fees ."}],"citations":{"source_mix":{"company_owned":10,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":3},"total_sources":22,"unique_domain_count":14},"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 Joint Applications or Co-Borrowers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","openai"],"predicate":"final_consensus_rank","qualifier":"Joint & Co-Borrower Personal Loans","subject":"Best Egg","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Best Egg","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-08","platform_support":["openai","deepseek"],"predicate":"fit_rating_count","qualifier":"good","subject":"Best Egg","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-08","platform_support":["grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Best Egg","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Best Egg","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8.5,"best_rank":8,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Best Egg","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/personal-debt-consolidation-loans/joint-co-borrower-personal-loans/best-egg.json","page_url":"https://creditconsensusindex.com/personal-debt-consolidation-loans/joint-co-borrower-personal-loans/best-egg","report_type":"fit_review","study_id":"CCI-STUDY-7F8751D997AE","title":"Best Egg for Personal Loans for Joint Applications or Co-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."],"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 20:03:38.663695+00","research_date":"2026-09-08","source_snapshot_sha256":"138acb00d6d9eb3b5b891f734617379d10c0ca0d7a6a56849309663a6c659831","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["Best Egg"],"id":"question-001","question":"Does Best Egg actually offer a personal loan product that supports joint applicants or co-borrowers?","section":"The Product, Model, Plan, or Service Most Relevant to Joint & Co-Borrower Personal Loans","section_id":"the-product-model-plan-or-service-most-relevant-to-joint-co-borrower-personal-loans"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["Best Egg"],"id":"question-002","question":"What do Best Egg's own support documents say about joint loan availability?","section":"The Product, Model, Plan, or Service Most Relevant to Joint & Co-Borrower Personal Loans","section_id":"the-product-model-plan-or-service-most-relevant-to-joint-co-borrower-personal-loans"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["Best Egg"],"id":"question-003","question":"Why do AI platforms reach opposite conclusions about whether Best Egg supports joint applications?","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"],"entities":["Best Egg"],"id":"question-004","question":"Which specific claims about Best Egg's co-borrower policies are unverified or contradictory?","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"],"entities":["Best Egg"],"id":"question-005","question":"What joint-application features does Best Egg actually offer, according to the evidence?","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"],"entities":["Best Egg"],"id":"question-006","question":"How does Best Egg handle combined income and co-borrower eligibility?","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"],"entities":["Best Egg"],"id":"question-007","question":"What APR, origination fee, and loan terms can a borrower expect from Best Egg?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-008","question":"Are there any fees beyond the origination fee that borrowers should anticipate?","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"],"entities":["Best Egg"],"id":"question-009","question":"Which lenders should a borrower consider instead of Best Egg for joint loans?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-010","question":"What specific features make those alternatives better for this use case?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":20,"qualified_finalists":10,"ranking_unit":"Personal loan lender and loan product"},"schema_version":4,"summary":"Best Egg is a weak-to-uncertain fit for joint and co-borrower personal loans, with conflicting evidence across AI platforms. Only 2 of 7 platforms (OpenAI and Anthropic) named Best Egg during the ranking stage for this use case. The strongest reason to consider Best Egg would be its joint-applicant support and prequalification options, but this is directly contradicted by Best Egg's own support documentation stating that only individual loans are available. The main limitation is decisive: multiple platforms cite official Best Egg sources confirming that joint applications, co-borrowers, and…","target_buyer":"Borrowers who want to apply jointly with a spouse, partner, or other qualified co-borrower to improve eligibility, loan amount, or terms","topic":{"base_category":"Personal & debt consolidation loans","category_criteria":["Joint application availability","co-borrower eligibility","combined-income treatment","APR and fees","loan amount range","repayment terms","prequalification options"],"geography":"United States","slug":"best-personal-loans-for-joint-applications-or-co-borrowers","title":"Best Personal Loans for Joint Applications or Co-Borrowers","use_case":"Joint & Co-Borrower Personal Loans"}}