{"citations":{"source_mix":{"company_owned":25,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":26,"partial":2},"total_sources":38,"unique_domain_count":17},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Refinance Lenders for Switching from an Adjustable Rate to a Fixed Rate","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"Converting an ARM to a fixed-rate mortgage before adjustment","subject":"PenFed Credit Union","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"PenFed Credit Union","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-29","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"PenFed Credit Union","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-29","platform_support":["kimi"],"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":4.666666666666667,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"PenFed Credit Union","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/mortgage-refinance-lenders/arm-to-fixed-refinance/penfed-credit-union.json","page_url":"https://mortgageconsensusindex.com/mortgage-refinance-lenders/arm-to-fixed-refinance/penfed-credit-union","report_type":"fit_review","study_id":"MCI-STUDY-FA08FC9B6109","title":"PenFed Credit Union Review for Switching from an Adjustable Rate to a Fixed Rate"},"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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Mortgage 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":"2026-09-29 16:12:08.022745+00","research_date":"2026-09-29","source_snapshot_sha256":"4f19ee183967994ab31edb6318769f77fc97331e38cb09d72147afdb2d574392","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":10,"ranking_unit":"Mortgage refinance lender"},"schema_version":4,"summary":"PenFed Credit Union is a good fit for converting an ARM to a fixed-rate mortgage before adjustment, and a strong fit for existing VA borrowers. Three of seven platforms named PenFed during ranking discovery, at an average listed rank of 4.67 and a best rank of 2. The strongest reason to consider it is the VA Interest Rate Reduction Refinance Loan (IRRRL), which PenFed states can convert an ARM to a fixed rate with no origination fee on quoted IRRRL rates. The main limitation is that conventional rate-and-term refinancing carries a 1% origination fee capped at $1,995, and no reviewed public…","target_buyer":"A homeowner with an adjustable-rate mortgage approaching its first or next rate adjustment who wants payment stability.","topic":{"base_category":"Mortgage Refinance Lenders","category_criteria":["fixed-rate conversion pricing","timing guidance before ARM reset","lender expertise with ARM conversions","rate lock options"],"geography":"United States","slug":"best-refinance-lenders-for-switching-from-an-adjustable-rate-to-a-fixed-rate","title":"Best Refinance Lenders for Switching from an Adjustable Rate to a Fixed Rate","use_case":"Converting an ARM to a fixed-rate mortgage before adjustment"}}