{"citations":{"source_mix":{"company_owned":14,"independent":16,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":7},"total_sources":31,"unique_domain_count":17},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Walk-In Tubs With Quick Installation","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-27","platform_support":["google","grok"],"predicate":"final_consensus_rank","qualifier":"Fast Bathroom Retrofit","subject":"Boca Walk-In Tubs","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-27","platform_support":["google","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Boca Walk-In Tubs","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-27","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Boca Walk-In Tubs","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-27","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Boca Walk-In Tubs","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-27","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Boca Walk-In Tubs","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Boca Walk-In Tubs","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/walk-in-tubs/fast-bathroom-retrofit/boca-walk-in-tubs.json","page_url":"https://aginginplaceindex.com/walk-in-tubs/fast-bathroom-retrofit/boca-walk-in-tubs","report_type":"fit_review","study_id":"AIPI-STUDY-297265A95A95","title":"Boca Walk-In Tubs Review for Fast Bathroom Retrofit"},"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":"2026-09-27 19:04:52.600641+00","research_date":"2026-09-27","source_snapshot_sha256":"99a3fb984d7d0fb11c51fd642f3a3b7489307d94454db2f58b793488a6f7743b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":19,"qualified_finalists":9,"ranking_unit":"Walk-in tub model and installation provider"},"schema_version":4,"summary":"Boca Walk-In Tubs is a good fit for a Fast Bathroom Retrofit when the buyer can absorb a 4–6 week custom manufacturing lead time and the existing tub footprint is close to standard. Two of seven platforms named Boca during the ranking stage (google, grok), and all seven platforms evaluated its fit. The strongest reason to consider it is the combination of a stated one-day installation, included old-tub removal, and a single company handling design, build, install, and warranty. The main limitation is documentation: permit handling, electrical requirements, cancellation terms, and full…","target_buyer":"Homeowners who want a safe bathing upgrade with minimal remodeling disruption, predictable installation timelines, and professional quote support","topic":{"base_category":"Walk-in tubs","category_criteria":["Installation timeline","same-footprint replacement fit","contractor network quality","plumbing/electrical requirements","permit support","cleanup process","quote transparency","warranty terms"],"geography":"United States","slug":"best-walk-in-tubs-with-quick-installation","title":"Best Walk-In Tubs With Quick Installation","use_case":"Fast Bathroom Retrofit"}}