{"citations":{"source_mix":{"company_owned":24,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":7},"total_sources":36,"unique_domain_count":14},"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 HELOC Lenders for Business Owners Using Home Equity for Business Capital","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","deepseek","google","kimi"],"predicate":"final_consensus_rank","qualifier":"Business capital funded through personal home equity","subject":"Navy Federal Credit Union","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","deepseek","google","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Navy Federal Credit Union","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-29","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Navy Federal Credit Union","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-29","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Navy Federal Credit Union","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Navy Federal Credit Union","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.75,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Navy Federal Credit Union","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/home-equity-loan-and-heloc-lenders/business-capital-heloc/navy-federal-credit-union.json","page_url":"https://mortgageconsensusindex.com/home-equity-loan-and-heloc-lenders/business-capital-heloc/navy-federal-credit-union","report_type":"fit_review","study_id":"MCI-STUDY-52000D395953","title":"Navy Federal Credit Union Review for Business Owners Seeking a HELOC"},"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 20:51:56.88202+00","research_date":"2026-09-29","source_snapshot_sha256":"66a0112fb0e01a13e9e732ab00568496034eb018212f0f9edb816f70376935b1","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":41,"qualified_finalists":5,"ranking_unit":"Home equity lender"},"schema_version":4,"summary":"Navy Federal Credit Union is a mixed fit for business capital funded through personal home equity. Four of seven platforms named it during the ranking stage (57.1% of included platform responses), at an average listed rank of 4.75 and a best rank of 3. Its strongest draw is a potentially large, flexible, low-fee HELOC — advertised lines of $10,000 to $500,000, no application, origination, annual, or inactivity fees, and a 20-year draw period. The main limitation is that no platform found public confirmation that Navy Federal's consumer HELOC accepts business-purpose borrowing; Navy Federal's…","target_buyer":"A small business owner who wants to use personal home equity as a funding source for business operations or expansion.","topic":{"base_category":"Home Equity Loan and HELOC Lenders","category_criteria":["underwriting acceptance of business-purpose use","line size adequacy for business needs","speed of access to funds","documentation requirements"],"geography":"United States","slug":"best-heloc-lenders-for-business-owners-using-home-equity-for-business-capital","title":"Best HELOC Lenders for Business Owners Using Home Equity for Business Capital","use_case":"Business capital funded through personal home equity"}}