{"citations":{"source_mix":{"company_owned":26,"independent":2,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":6},"total_sources":28,"unique_domain_count":10},"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":["kimi","openai"],"predicate":"final_consensus_rank","qualifier":"custom tile shower build","subject":"Benitez Contractors","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Benitez Contractors","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Benitez Contractors","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Benitez Contractors","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Benitez Contractors","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Benitez Contractors","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/custom-tile-shower-build/benitez-contractors.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/custom-tile-shower-build/benitez-contractors","report_type":"fit_review","study_id":"HICI-STUDY-61948638178E","title":"Benitez Contractors 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":"a2e492aca207818e6686d222c1b015f4e163c560b47d50f76e1464ac3666f170","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":43,"qualified_finalists":4,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Benitez Contractors is a good fit for a custom tile shower build in Orange County, California, with verification required. Two of the seven platforms in this study named the company during the ranking stage, and those two placed it at an average listed rank of 3.0, with one platform listing it first. The strongest reason to consider it is its published shower process: geometry-matched bonded waterproofing (Schluter Kerdi, Wedi, or RedGard), sloped pan construction, niche and bench detailing, and a documented 24-hour flood test before tile is set. The main limitation is that most evidence is…","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"}}