{"buyer_scenarios":[{"fit":"best_suited","scenario":"Standard-tub alcoves with approximately 52–60 inches of length and 28–32 inches of width available (openai)."},{"fit":"best_suited","scenario":"Homeowners or caregivers prioritizing a low step-in, seated bathing, grab bars, and a replacement that can use the existing tub footprint (openai)."},{"fit":"best_suited","scenario":"Buyers who want a turnkey dealer-installed remodel rather than sourcing a tub and contractor separately (openai)."},{"fit":"best_suited","scenario":"Homeowners with small-to-standard bathrooms (28–32 inches wide) seeking premium customization and low step-in threshold (anthropic)."},{"fit":"not_best_suited","scenario":"Bathrooms narrower than the published 28-inch minimum tub width or layouts without adequate maneuvering space around the tub (openai)."},{"fit":"not_best_suited","scenario":"Users who need a precise wheelchair-transfer layout, outward-opening door, or a fully accessible roll-in shower (openai)."},{"fit":"not_best_suited","scenario":"Buyers requiring a published exact total installed price, guaranteed fill/drain time, or independently verified small-bathroom performance (openai)."},{"fit":"not_best_suited","scenario":"Buyers with ultra-compact bathrooms narrower than 28 inches or exceptionally tight door swing clearance constraints (anthropic)."}],"citations":{"source_mix":{"company_owned":19,"independent":23,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":13},"total_sources":43,"unique_domain_count":21},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-24","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Walk-In Tubs for Small Bathrooms","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-24","platform_support":["anthropic","perplexity"],"predicate":"final_consensus_rank","qualifier":"Compact Space & Small Bathrooms","subject":"KOHLER Walk-In Bath","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-24","platform_support":["anthropic","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"KOHLER Walk-In Bath","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-24","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"KOHLER Walk-In Bath","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-24","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"KOHLER Walk-In Bath","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-24","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"KOHLER Walk-In Bath","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"KOHLER Walk-In Bath","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/walk-in-tubs/compact-space-small-bathrooms/kohler-walk-in-bath.json","page_url":"https://aginginplaceindex.com/walk-in-tubs/compact-space-small-bathrooms/kohler-walk-in-bath","report_type":"fit_review","study_id":"AIPI-STUDY-73B006EA9E27","title":"KOHLER Walk-In Bath for Compact Space & Small Bathrooms: AI Consensus Fit Review"},"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.","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":"Aging in Place 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":"2026-09-24 11:08:05.193494+00","research_date":"2026-09-24","source_snapshot_sha256":"535c286f25a199b7a7e16625dfe8388c393d3d3bfdd4555dd22960f66aaa6735","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":10,"ranking_unit":"Walk-in tub model and manufacturer"},"schema_version":4,"summary":"KOHLER Walk-In Bath is a good fit for many compact-bathroom retrofits, but not a guaranteed one. Two of seven platforms named it during the ranking stage — a 28.6% share of included platform responses — at an average listed rank of 2.0. Its strongest compact-space advantage is a customizable footprint starting at roughly 52 in. × 28 in. with an inward-swinging door and a 3-inch threshold. The main limitation is verification: exact door-swing clearance, measured fill and drain times, and total installed price are not publicly fixed, and independent evidence for real-world compact-bathroom fit…","target_buyer":"Homeowners or caregivers retrofitting small or narrow bathroom layouts with a safety bathing tub","topic":{"base_category":"Walk-in tubs","category_criteria":["Exterior dimensions and footprint","door swing clearance","seat width","step-in threshold height","fill and drain speed","total installed price"],"geography":"United States","slug":"best-walk-in-tubs-for-small-bathrooms","title":"Best Walk-In Tubs for Small Bathrooms","use_case":"Compact Space & Small Bathrooms"}}