{"citations":{"source_mix":{"company_owned":15,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":3},"total_sources":37,"unique_domain_count":21},"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":["anthropic","deepseek"],"predicate":"final_consensus_rank","qualifier":"vanity and fixture replacement","subject":"Angi","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Angi","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Angi","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Angi","unit":"platforms","value":6}],"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":6,"name":"Angi","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/vanity-and-fixture-replacement/angi.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/vanity-and-fixture-replacement/angi","report_type":"fit_review","study_id":"HICI-STUDY-2D93B812EA31","title":"Angi 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.","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 16:18:49.393051+00","research_date":"2026-10-02","source_snapshot_sha256":"dd56cbfd57a53f6a78d46be9669c9e113a4141fe10d2e518527253f079bca5c6","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":26,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Angi is a mixed fit for vanity and fixture replacement. Two of the seven platforms in this study named Angi during the ranking stage, and both placed it in their final lists — one at rank 1, one at rank 5 — for an average listed rank of 3.0. Its strongest advantage is breadth: a large network of local installers, free quote requests, and a flat-fee vanity installation option that some platforms describe as a 1–4 hour task. The main limitation is accountability: Angi generally matches homeowners with independent contractors rather than performing the work, so fixture compatibility, plumbing…","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"}}