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The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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":"2026-09-30 01:28:33.305684+00","research_date":"2026-09-30","source_snapshot_sha256":"b5d46c487ab68578d5f6cceafd1d9b75e07253204e69d2c96c0ef2956f4bda47","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":8,"ranking_unit":"Non-QM or investment property lender"},"schema_version":4,"summary":"Kiavi is the consensus leader for fix and flip renovation purchase financing in this 7-platform AI study, named by 4 of 7 platforms with an average listed position of 1.25 and a best position of 1. 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The study covered 7 platforms (openai,…","target_buyer":"An active real estate flipper purchasing a distressed property who needs combined acquisition and rehab draw financing to renovate and resell within a short holding period.","topic":{"base_category":"Investment Property and Non-QM Mortgage Lenders","category_criteria":["after-repair-value based lending","rehab draw schedule flexibility","speed of funding","rate and points","experience requirements"],"geography":"United States","slug":"best-fix-and-flip-loan-lenders-for-short-term-renovation-financing","title":"Best Fix and Flip Loan Lenders for Short-Term Renovation Financing","use_case":"fix and flip renovation purchase financing"}}