{"citations":{"source_mix":{"company_owned":29,"independent":10,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":27,"partial":12},"total_sources":40,"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 Full Bathroom Remodeling Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"final_consensus_rank","qualifier":"full bathroom renovation","subject":"Mayer's Construction & Remodeling","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Mayer's Construction & Remodeling","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":"Mayer's Construction & Remodeling","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":"Mayer's Construction & Remodeling","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":"Mayer's Construction & Remodeling","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Mayer's Construction & Remodeling","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/full-bathroom-renovation/mayer-s-construction-remodeling.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/full-bathroom-renovation/mayer-s-construction-remodeling","report_type":"fit_review","study_id":"HICI-STUDY-A5B1EC40A84F","title":"Mayer's Construction & Remodeling Review for full bathroom renovation"},"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 08:10:55.824063+00","research_date":"2026-10-02","source_snapshot_sha256":"b8b036f0d576a34ae2cc46bd41c41ab938cb5a51476cf2270e6c47914d543ddc","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":6,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Mayer's Construction & Remodeling is a good fit for a Bay Area homeowner replacing every element of a bathroom in one project, but the fit is not fully de-risked. Two of seven platforms named the company during the ranking stage (grok and kimi), a 28.6% share of included platform responses, at an average listed rank of 4.5 and a best rank of 3. The strongest reason to consider it is a publicly described full-scope offering covering design, permits, plumbing relocation, tile, fixtures, and project management. The main limitation is that pricing, contract terms, workmanship warranty,…","target_buyer":"A homeowner replacing every element of a bathroom including layout, plumbing fixtures, tiling and ventilation in a single project.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["full-scope trade coordination","plumbing relocation","permit handling","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-full-bathroom-remodeling-contractors","title":"Best Full Bathroom Remodeling Contractors","use_case":"full bathroom renovation"}}