{"buyer_scenarios":[{"fit":"best_suited","scenario":"Business owners or freelancers with substantial personal or business bank deposits but low taxable income because of deductions ."},{"fit":"best_suited","scenario":"Borrowers with 12–24 months of steady bank statement cash flow who want to avoid tax return documentation (-8, )."},{"fit":"best_suited","scenario":"Small business owners with large tax write-offs that reduce reported income below actual cash flow (-7)."},{"fit":"best_suited","scenario":"Freelancers and commission-based professionals with irregular income that does not reflect actual earning capacity (-7)."}],"citations":{"source_mix":{"company_owned":16,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":5},"total_sources":28,"unique_domain_count":13},"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 Self-Employed Borrowers","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google"],"predicate":"final_consensus_rank","qualifier":"Self-employed income documentation for HELOC approval","subject":"LBC Mortgage","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"LBC Mortgage","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-29","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"LBC Mortgage","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"LBC Mortgage","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"LBC Mortgage","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/home-equity-loan-and-heloc-lenders/self-employed-income-documentation/lbc-mortgage.json","page_url":"https://mortgageconsensusindex.com/home-equity-loan-and-heloc-lenders/self-employed-income-documentation/lbc-mortgage","report_type":"fit_review","study_id":"MCI-STUDY-D8223BA108D1","title":"LBC Mortgage Review for Self-Employed Borrowers"},"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 18:08:03.969403+00","research_date":"2026-09-29","source_snapshot_sha256":"8d2297a2e3f8c5714fa7f4f51df6f1c7ce3dd49b49a64b23560c5eef1e23a8a7","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":10,"ranking_unit":"Home equity lender"},"schema_version":4,"summary":"LBC Mortgage is a good but documentation- and quote-dependent fit for self-employed income documentation for HELOC approval. Two of the seven platforms in this study named LBC Mortgage during the ranking stage — 28.6% of included platform responses — at an average listed rank of 5.5 and a best listed rank of 5. Its strongest draw is a purpose-built No Tax Return HELOC that advertises 12- or 24-month bank statement qualification, P&L, DSCR, VOE-only, and asset-based paths, plus DTI acceptance reported as high as 50%. The main limitation is pricing opacity: LBC publishes no APR, margin, fee…","target_buyer":"A self-employed homeowner or small business owner whose income does not fit standard W-2 documentation requirements for a home equity line.","topic":{"base_category":"Home Equity Loan and HELOC Lenders","category_criteria":["alternative income documentation options","bank statement or asset-based underwriting","approval speed","rate impact of non-W2 income"],"geography":"United States","slug":"best-heloc-lenders-for-self-employed-borrowers","title":"Best HELOC Lenders for Self-Employed Borrowers","use_case":"Self-employed income documentation for HELOC approval"}}