{"citations":{"source_mix":{"company_owned":11,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":4},"total_sources":24,"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 Contractors for Adding a Basement or Attic Bathroom","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"final_consensus_rank","qualifier":"new bathroom addition","subject":"EcoFlow LLC","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"EcoFlow LLC","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"EcoFlow LLC","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"EcoFlow LLC","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"EcoFlow LLC","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":2,"name":"EcoFlow LLC","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/new-bathroom-addition/ecoflow-llc.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/new-bathroom-addition/ecoflow-llc","report_type":"fit_review","study_id":"HICI-STUDY-40EDB3F88384","title":"EcoFlow LLC Review for Adding a Basement or Attic Bathroom"},"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 17:11:57.512376+00","research_date":"2026-10-02","source_snapshot_sha256":"02b2a5b1978e3dd328d257f5319d6ca576c4f752409fea8d4a143f0cc2e05ecd","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":2,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"EcoFlow LLC is a good fit for the plumbing-intensive portion of a new bathroom addition, especially a below-grade basement bathroom that needs new drainage, venting, and a sewage ejector pump. Two of seven platforms named EcoFlow LLC during the ranking stage, at an average listed rank of 3.0 and a best rank of 1. The strongest reason to consider it is an advertised Basement Bathroom Installation service covering rough-in plumbing, ejector pump systems, drainage, venting, permits, and fixture installation. The main limitation is scope: public evidence does not establish turnkey waterproofing,…","target_buyer":"A homeowner creating a bathroom where none existed, requiring new supply, waste and often a sewage ejector or venting run.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["new drainage runs","ejector pump systems","venting and egress compliance","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-contractors-for-adding-a-basement-or-attic-bathroom","title":"Best Contractors for Adding a Basement or Attic Bathroom","use_case":"new bathroom addition"}}