{"citations":{"source_mix":{"company_owned":28,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":11},"total_sources":44,"unique_domain_count":19},"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 Custom Tile Shower Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"final_consensus_rank","qualifier":"custom tile shower build","subject":"Schluter-KERDI Shower System","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Schluter-KERDI Shower System","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Schluter-KERDI Shower System","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Schluter-KERDI Shower System","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Schluter-KERDI Shower System","unit":"platforms","value":1}],"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":2,"name":"Schluter-KERDI Shower System","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/custom-tile-shower-build/schluter-kerdi-shower-system.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/custom-tile-shower-build/schluter-kerdi-shower-system","report_type":"fit_review","study_id":"HICI-STUDY-E8E11905A98C","title":"Schluter-KERDI Shower System Review for custom tile shower build"},"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.","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 15:07:20.542265+00","research_date":"2026-10-02","source_snapshot_sha256":"951ca3c700820624ea1015e2a14b7467ff45e2e379a4aa6aa7e23dbf879d3d6e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":43,"qualified_finalists":4,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Schluter-KERDI Shower System is a good fit for the waterproofing and pan-assembly portion of a custom tile shower build, but it is not itself a custom tile installation company. Two of the seven platforms named it during the ranking stage, at an average listed rank of 2.0 and a best rank of 2. The strongest reason to consider it is its integrated, factory-sloped tray and bonded KERDI waterproofing assembly, which directly targets pan slope, membrane continuity, and niche/bench detailing. The main limitation is that the specific KERDI-SHOWER-ST tray named in the ranking-stage recommendation…","target_buyer":"A homeowner commissioning a fully tiled shower built on site, where pan slope, waterproof membrane and niche detailing decide longevity.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["shower pan construction","waterproof membrane systems","niche and bench detailing","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-custom-tile-shower-installation-companies","title":"Best Custom Tile Shower Installation Companies","use_case":"custom tile shower build"}}