{"citations":{"source_mix":{"company_owned":36,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":37,"partial":10},"total_sources":49,"unique_domain_count":18},"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 Bathroom Vanity and Fixture Installation Specialists","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","openai"],"predicate":"final_consensus_rank","qualifier":"vanity and fixture replacement","subject":"Ace Handyman Services","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Ace Handyman Services","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Ace Handyman Services","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Ace Handyman Services","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Ace Handyman Services","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.666666666666667,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Ace Handyman Services","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/vanity-and-fixture-replacement/ace-handyman-services.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/vanity-and-fixture-replacement/ace-handyman-services","report_type":"fit_review","study_id":"HICI-STUDY-585BA56C3DDE","title":"Ace Handyman Services Review for vanity and fixture replacement"},"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 16:15:41.487801+00","research_date":"2026-10-02","source_snapshot_sha256":"f84c0fcebf53a1a23d7f1b7ec788246c7955d7627b558fad2beb44db970afe0c","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Ace Handyman Services is a mixed fit for a homeowner replacing a vanity, sink, taps, and mirror without touching tiling or layout. Three of the seven platforms in this study named it during the ranking stage, and those three placed it at an average listed rank of 4.67, with one first-place listing. Its strongest argument is a published vanity workflow covering measurement, removal, cabinet installation, sealing, fixture connection, cleanup, and a stated one-year labor warranty. The main limitation is franchise variability: scope, pricing, fixture work, and subcontracting differ by location,…","target_buyer":"A homeowner swapping vanity, sink, taps and mirror without touching tiling or layout.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["fixture compatibility checks","supply and waste adaptation","finish matching","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-bathroom-vanity-and-fixture-installation-specialists","title":"Best Bathroom Vanity and Fixture Installation Specialists","use_case":"vanity and fixture replacement"}}