{"citations":{"source_mix":{"company_owned":16,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":6},"total_sources":24,"unique_domain_count":8},"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 No-Closing-Cost HELOC Lenders","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"Avoiding upfront fees on a smaller HELOC","subject":"Alliant Credit Union","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Alliant Credit Union","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-29","platform_support":["anthropic","grok","kimi"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Alliant Credit Union","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-29","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Alliant Credit Union","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-29","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Alliant Credit Union","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Alliant Credit Union","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://mortgageconsensusindex.com/datasets/home-equity-loan-and-heloc-lenders/no-closing-cost-heloc/alliant-credit-union.json","page_url":"https://mortgageconsensusindex.com/home-equity-loan-and-heloc-lenders/no-closing-cost-heloc/alliant-credit-union","report_type":"fit_review","study_id":"MCI-STUDY-A6BE0B55B39D","title":"Alliant Credit Union Review for HELOC Closing Costs"},"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 18:25:10.530831+00","research_date":"2026-09-29","source_snapshot_sha256":"c0d9ae658b364fa756cd734b02a474cbe699fb1149e362a238c9ecd1ee41eb1e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":22,"qualified_finalists":9,"ranking_unit":"Home equity lender"},"schema_version":4,"summary":"Alliant Credit Union is a good fit for a cost-sensitive homeowner who wants to avoid upfront fees on a smaller HELOC, provided the line is at least $10,000, the property sits in an Alliant-served state, and the borrower expects to keep the line open beyond 36 months. Six of the seven platforms in this study named Alliant during the ranking stage, and it finished as the second-ranked home equity lender overall. Its strongest draw is a genuinely broad waiver of lender closing costs on qualifying lines up to $250,000. The main limitation is that the product is not fee-free: a $50 annual fee…","target_buyer":"A cost-sensitive homeowner opening a relatively modest line who wants to avoid paying upfront fees to establish it.","topic":{"base_category":"Home Equity Loan and HELOC Lenders","category_criteria":["absence of closing costs","early closure fee terms","rate tradeoff for no-fee structure","minimum line requirements"],"geography":"United States","slug":"best-no-closing-cost-heloc-lenders","title":"Best No-Closing-Cost HELOC Lenders","use_case":"Avoiding upfront fees on a smaller HELOC"}}