{"citations":{"source_mix":{"company_owned":26,"independent":4,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":8},"total_sources":32,"unique_domain_count":12},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"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":["deepseek","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"tub to shower conversion","subject":"The Shower Company","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"The Shower Company","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"The Shower Company","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"The Shower Company","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"The Shower Company","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/tub-to-shower-conversion/the-shower-company.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/tub-to-shower-conversion/the-shower-company","report_type":"fit_review","study_id":"HICI-STUDY-4F6F51880720","title":"The Shower Company 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.","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.","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_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":"2026-10-02 10:22:57.816869+00","research_date":"2026-10-02","source_snapshot_sha256":"3b0b39baa5425ea72840466e56ca923e04a807d409797eb74a0499b6fac5aa89","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":9,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"The Shower Company is a mixed fit for tub to shower conversion. Three of the seven platforms in this study named it during the ranking stage, and it finished with an average listed rank of 4.0 and a best rank of 1. Its strongest case is a managed, employee-installed conversion in the existing tub footprint inside the Kansas City or St. Louis metro areas, with a published typical price range of $4,500–$12,000 and a guaranteed written quote. The main limitation is that drain relocation — the defining technical work for this buyer — is not clearly documented as standard, and the waterproofing…","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"}}