{"buyer_scenarios":[{"fit":"best_suited","scenario":"An investor buying a non-owner-occupied property to renovate and sell (openai, anthropic, deepseek, kimi)."},{"fit":"best_suited","scenario":"An investor needing short-term purchase and rehabilitation financing with a rapid closing (openai, anthropic)."},{"fit":"best_suited","scenario":"A borrower who intends to refinance an investment property into an investor rental loan after stabilization (openai, , )."},{"fit":"best_suited","scenario":"Experienced investors with documented real estate experience, a business entity, and at least $50,000 upfront ."},{"fit":"not_best_suited","scenario":"A homeowner buying a new primary residence before selling the current primary residence (openai, anthropic, deepseek, grok, perplexity, kimi, google)."},{"fit":"not_best_suited","scenario":"A borrower seeking a bridge secured by equity in a departing owner-occupied home (openai, kimi)."},{"fit":"not_best_suited","scenario":"A borrower needing a conventional residential mortgage bridge structure, payment-deferral treatment, or guaranteed conversion to permanent owner-occupied financing (openai, anthropic, perplexity)."},{"fit":"not_best_suited","scenario":"A borrower without real estate investing experience or a business entity ."}],"citations":{"source_mix":{"company_owned":27,"independent":10,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":6},"total_sources":37,"unique_domain_count":12},"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 Bridge Loan Lenders for Buying Before Selling","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"bridge loan buy before sell","subject":"Kiavi","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Kiavi","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-29","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Kiavi","unit":"platforms","value":7}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":9,"best_rank":8,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Kiavi","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/home-purchase-mortgage-lenders/bridge-loan-buy-before-sell/kiavi.json","page_url":"https://mortgageconsensusindex.com/home-purchase-mortgage-lenders/bridge-loan-buy-before-sell/kiavi","report_type":"fit_review","study_id":"MCI-STUDY-BB868DE8A64E","title":"Kiavi Review for Buying Before Selling"},"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.","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 12:47:54.187134+00","research_date":"2026-09-29","source_snapshot_sha256":"54a12e0f5f81816ec3fd59b80607fc7aadfbd274caa307fae8aea0b02007ee61","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":10,"ranking_unit":"Mortgage lender"},"schema_version":4,"summary":"Kiavi is a weak fit for a homeowner who needs a bridge loan to buy a new primary residence before selling the current one. Two of seven platforms named Kiavi during the ranking stage, and all seven that evaluated fit rated it weak for this use case. The strongest reason to consider Kiavi is speed: it advertises technology-enabled underwriting, no income verification, and closings in roughly 7 to 10 business days . The main limitation is scope: Kiavi's bridge product is built for non-owner-occupied investment properties and business-entity borrowers, and no reviewed material documents an…","target_buyer":"A homeowner who needs to close on a new home purchase before their current home has sold.","topic":{"base_category":"Home Purchase Mortgage Lenders","category_criteria":["bridge loan availability","speed of approval","equity access terms","conversion to permanent financing","fees and interest structure"],"geography":"United States","slug":"best-bridge-loan-lenders-for-buying-before-selling","title":"Best Bridge Loan Lenders for Buying Before Selling","use_case":"bridge loan buy before sell"}}