{"citations":{"source_mix":{"company_owned":12,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":4},"total_sources":24,"unique_domain_count":13},"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 Small Bathroom and Powder Room Remodeling Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"powder room renovation","subject":"Arber Construction Group","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Arber Construction Group","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Arber Construction Group","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Arber Construction Group","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Arber Construction Group","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Arber Construction Group","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Arber Construction Group","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/powder-room-renovation/arber-construction-group.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/powder-room-renovation/arber-construction-group","report_type":"fit_review","study_id":"HICI-STUDY-B009819803F1","title":"Arber Construction Group Review for powder room 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.","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 14:04:57.973044+00","research_date":"2026-10-02","source_snapshot_sha256":"7faf41d19541b1f579ce9face1d6e5ea345521445c8a1919fd0c38c6ab6b3053","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Arber Construction Group is a mixed fit for powder room renovation. It is worth soliciting only if the property sits inside its New York City service area, because it publishes a powder-room and half-bath scope with a $15,000–$30,000 guide range and NYC permit and co-op coordination claims . Two of seven platforms named it during the ranking stage — deepseek at rank 7 and kimi at rank 6 — for a 28.6% share of included platform responses. The strongest reason to consider it is that published half-bath scope and pricing. The main limitation is that compact-fixture planning, ventilation design,…","target_buyer":"A homeowner updating a half bath or very small full bath where every inch of layout and fixture scale matters.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["compact fixture knowledge","space planning","ventilation in tight rooms","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-small-bathroom-and-powder-room-remodeling-contractors","title":"Best Small Bathroom and Powder Room Remodeling Contractors","use_case":"powder room renovation"}}