{"citations":{"source_mix":{"company_owned":23,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":5},"total_sources":41,"unique_domain_count":20},"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 Online and Digital-First Reverse Mortgage Lenders","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google","openai"],"predicate":"final_consensus_rank","qualifier":"digital-first online reverse mortgage application","subject":"Liberty Reverse Mortgage","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Liberty Reverse Mortgage","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Liberty Reverse Mortgage","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Liberty Reverse Mortgage","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-29","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Liberty Reverse Mortgage","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-29","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Liberty Reverse Mortgage","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Liberty Reverse Mortgage","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/reverse-mortgage-lenders/digital-first-online-application/liberty-reverse-mortgage.json","page_url":"https://mortgageconsensusindex.com/reverse-mortgage-lenders/digital-first-online-application/liberty-reverse-mortgage","report_type":"fit_review","study_id":"MCI-STUDY-8DCC1C5C3BE9","title":"Liberty Reverse Mortgage Review for Online Reverse Mortgages"},"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 22:48:12.811027+00","research_date":"2026-09-29","source_snapshot_sha256":"d55573c9f2d27bac6943acac4151301d4390c5d296f1123ef0770b841b538355","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":19,"qualified_finalists":8,"ranking_unit":"Reverse mortgage lender"},"schema_version":4,"summary":"Liberty Reverse Mortgage is a weak-to-mixed fit for a new digital-first online reverse mortgage application as of the September 29, 2026 research date. Three of seven platforms named it during the ranking stage (anthropic, google, openai), and fit ratings split: two \"good,\" three \"mixed,\" one \"weak,\" one \"uncertain.\" The strongest reason to consider it is its documented history of digital tooling — a Blend-powered application, the Liberty PORTAL loan origination system, and a post-closing account portal. The main limitation is that the official Liberty website states its consumer sites…","target_buyer":"Homeowners 62+ or family assisting them who prefer online applications, e-signatures, and digital tracking.","topic":{"base_category":"Reverse Mortgage Lenders","category_criteria":["digital application experience","online document upload and e-closing support","remote counseling coordination","transparency of online rate tools"],"geography":"United States","slug":"best-online-and-digital-first-reverse-mortgage-lenders","title":"Best Online and Digital-First Reverse Mortgage Lenders","use_case":"digital-first online reverse mortgage application"}}