{"citations":{"source_mix":{"company_owned":22,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":8},"total_sources":33,"unique_domain_count":18},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Tub-to-Shower Conversion Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"tub to shower conversion","subject":"Bath Fitter","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Bath Fitter","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Bath Fitter","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/tub-to-shower-conversion/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/tub-to-shower-conversion/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-0F32B5549A54","title":"Bath Fitter Review for tub to shower conversion"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-10-02 10:43:36.524916+00","research_date":"2026-10-02","source_snapshot_sha256":"bcf4cec8d372a60df80ee0f731d3e7adf812b1b51180f21cc8aa3d8a834aae37","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a mixed-to-uncertain fit for a household whose tub-to-shower conversion depends on drain relocation and documented waterproofing. Six of the seven configured platforms named Bath Fitter during ranking discovery, and six returned a usable fit assessment; ratings ranged from \"good\" (anthropic) to \"weak\" (grok, kimi), with openai and deepseek calling the fit uncertain and perplexity calling it mixed. The strongest reason to consider Bath Fitter is its purpose-built tub-to-shower offering: a custom-molded acrylic base and seamless wall system, one-day installation claims,…","target_buyer":"A household removing an unused bathtub in favour of a larger shower, where drain relocation and waterproofing are the technical work.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["drain relocation","waterproofing detail","threshold and door options","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-tub-to-shower-conversion-companies","title":"Best Tub-to-Shower Conversion Companies","use_case":"tub to shower conversion"}}