{"citations":{"source_mix":{"company_owned":21,"independent":15,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":3},"total_sources":36,"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 Removing PMI on Conventional Loans","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","deepseek","google","openai"],"predicate":"final_consensus_rank","qualifier":"Refinancing specifically to eliminate private mortgage insurance","subject":"Better Mortgage","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Better Mortgage","unit":"platforms","value":4},{"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":"Better Mortgage","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Better Mortgage","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-29","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Better Mortgage","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Better Mortgage","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/mortgage-refinance-lenders/pmi-removal-refinance/better-mortgage.json","page_url":"https://mortgageconsensusindex.com/mortgage-refinance-lenders/pmi-removal-refinance/better-mortgage","report_type":"fit_review","study_id":"MCI-STUDY-A6221A2C0E5C","title":"Better Mortgage Review for Removing PMI on Conventional Loans"},"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 15:11:16.984049+00","research_date":"2026-09-29","source_snapshot_sha256":"c6f39121af82c1d6a8bdf0f6980836bf870bd923e00c4db430c4495595107a93","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Mortgage refinance lender"},"schema_version":4,"summary":"Better Mortgage is a good, but not demonstrably best, fit for a conventional borrower refinancing specifically to eliminate private mortgage insurance. Four of seven platforms named Better during the ranking stage, and its conventional rate-and-term refinance can retire PMI when the new loan's LTV is 80% or lower. The strongest reason to consider it is the possible Property Inspection Waiver, which can remove the appraisal fee and shorten the process, plus advertised no-application-fee and no-prepayment-penalty terms. The main limitation is that Better publishes no uniquely flexible…","target_buyer":"A conventional loan borrower who has crossed an equity threshold and wants to refinance specifically to stop paying private mortgage insurance.","topic":{"base_category":"Mortgage Refinance Lenders","category_criteria":["PMI removal threshold flexibility","appraisal cost and process","resulting rate impact","LTV calculation methodology"],"geography":"United States","slug":"best-refinance-lenders-for-removing-pmi-on-conventional-loans","title":"Best Refinance Lenders for Removing PMI on Conventional Loans","use_case":"Refinancing specifically to eliminate private mortgage insurance"}}