{"citations":{"source_mix":{"company_owned":7,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":12,"partial":8},"total_sources":20,"unique_domain_count":12},"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":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Joint & Co-Borrower Personal Loans","subject":"PenFed Credit Union","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-08","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"PenFed Credit Union","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-08","platform_support":["grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"PenFed Credit Union","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-08","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"PenFed Credit Union","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-08","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"PenFed Credit Union","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"PenFed Credit Union","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/personal-debt-consolidation-loans/joint-co-borrower-personal-loans/penfed-credit-union.json","page_url":"https://creditconsensusindex.com/personal-debt-consolidation-loans/joint-co-borrower-personal-loans/penfed-credit-union","report_type":"fit_review","study_id":"CCI-STUDY-11D797DC8252","title":"PenFed Credit Union 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.","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 20:01:20.849332+00","research_date":"2026-09-08","source_snapshot_sha256":"6ec249ae5bb5e63665d48ceb381dd83fda55553a3f98a8896f47d948a22f25bd","verification_scope":"public_verification"},"questions":[{"id":"question-001","question":"What specific PenFed product supports joint applications?","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"},{"id":"question-002","question":"How does PenFed structure co-borrower versus co-signer arrangements?","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"},{"id":"question-003","question":"Which PenFed features did most platforms confirm?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-004","question":"How strong is the evidence for joint application support?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-005","question":"Which PenFed details 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"},{"id":"question-006","question":"How much do reported APR ranges vary across platforms?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-007","question":"What joint-borrower features does PenFed actually offer?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-008","question":"How does PenFed's co-borrower model differ from co-signer options?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-009","question":"What APR range and fees does PenFed charge on joint personal loans?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-010","question":"What membership costs and contract terms apply?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-011","question":"When should borrowers choose a different lender over PenFed?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-012","question":"Which competitor features would justify looking elsewhere?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-013","question":"What must borrowers confirm with PenFed before applying jointly?","section":"Questions to Verify Before Buying","section_id":"questions-to-verify-before-buying"},{"id":"question-014","question":"Which published details are most likely to have changed or be incomplete?","section":"Questions to Verify Before Buying","section_id":"questions-to-verify-before-buying"}],"ranking":{"candidates_evaluated":20,"qualified_finalists":10,"ranking_unit":"Personal loan lender and loan product"},"schema_version":4,"summary":"PenFed Credit Union is a good-to-strong fit for U.S. borrowers seeking a joint or co-borrower personal loan, with six of seven AI platforms naming it during the ranking stage. The strongest reason to consider PenFed is its explicit support for joint applications with co-borrowers combined with a no-origination-fee, no-prepayment-penalty structure and a competitive APR ceiling around 17.99%. The main limitation is transparency: PenFed does not fully publish how combined income is underwritten, exact co-borrower eligibility rules, or whether joint applicants receive different pricing, 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"}}