{"citations":{"source_mix":{"company_owned":20,"independent":5,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":21,"partial":4},"total_sources":26,"unique_domain_count":6},"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":["grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"custom tile shower build","subject":"Handis","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Handis","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Handis","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Handis","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Handis","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Handis","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Handis","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/custom-tile-shower-build/handis.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/custom-tile-shower-build/handis","report_type":"fit_review","study_id":"HICI-STUDY-2E6F134C5D05","title":"Handis 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.","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 15:04:52.906094+00","research_date":"2026-10-02","source_snapshot_sha256":"a702a2e661984d4a79e90711f0fb33339dd18ada77f14965da61392fe6845677","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":43,"qualified_finalists":4,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Handis is a mixed fit for a custom tile shower build. Three of seven platforms named Handis during the ranking stage — grok, openai, and perplexity — and all three placed it at rank 1, giving it an average listed rank of 1.0 and a 42.9% share of included platform responses. The strongest reason to consider Handis is its described technical scope: sloped pans, Schluter KERDI or Wedi sheet-membrane waterproofing, wrapped niches and benches, and pre-tile flood testing . The main limitation is evidence quality: most support is company-published, the stated service area is regional rather than…","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"}}