{"citations":{"source_mix":{"company_owned":10,"independent":32,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":8},"total_sources":43,"unique_domain_count":22},"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 Affordable Walk-In Tubs","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-27","platform_support":["grok","kimi"],"predicate":"final_consensus_rank","qualifier":"Budget-Friendly Walk-In Tubs","subject":"Boca Walk-In Tubs","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-27","platform_support":["grok","kimi"],"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","deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Boca Walk-In Tubs","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-27","platform_support":["openai","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Boca Walk-In Tubs","unit":"platforms","value":3}],"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":9,"name":"Boca Walk-In Tubs","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aginginplaceindex.com/datasets/walk-in-tubs/budget-friendly-walk-in-tubs/boca-walk-in-tubs.json","page_url":"https://aginginplaceindex.com/walk-in-tubs/budget-friendly-walk-in-tubs/boca-walk-in-tubs","report_type":"fit_review","study_id":"AIPI-STUDY-BCAD5C325EC4","title":"Boca Walk-In Tubs Review for Budget-Friendly Walk-In Tubs"},"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.","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":"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 08:15:52.452359+00","research_date":"2026-09-27","source_snapshot_sha256":"be5b7825b934bb8ab777141421a6a5de30a6ee52a3853c63e97491e6f5eee8bb","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":8,"ranking_unit":"Walk-in tub model and manufacturer"},"schema_version":4,"summary":"Boca Walk-In Tubs is a mixed fit for Budget-Friendly Walk-In Tubs. Two of seven platforms named it during the ranking stage (grok and kimi), a 28.6% share of included platform responses, with an average listed rank of 4.0 and a best rank of 3. The strongest reason to consider it is the combination of an advertised $7,000 starting installed price, included installation and old-tub removal, standard safety features, financing, and a stated lifetime parts-and-components warranty. The main limitation is that Boca publishes no model-level pricing, so the real installed cost for a Standard or…","target_buyer":"Cost-conscious homeowners seeking essential safety bathing features without steep luxury price markups","topic":{"base_category":"Walk-in tubs","category_criteria":["Base tub pricing","estimated installation costs","financing availability","standard safety inclusions","overall durability","warranty terms"],"geography":"United States","slug":"best-affordable-walk-in-tubs","title":"Best Affordable Walk-In Tubs","use_case":"Budget-Friendly Walk-In Tubs"}}