{"citations":{"source_mix":{"company_owned":12,"independent":13,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":6},"total_sources":26,"unique_domain_count":15},"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 Luxury Primary Bathroom Renovation Firms","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"luxury primary bathroom","subject":"NBE LLC","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"NBE LLC","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"NBE LLC","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"good","subject":"NBE LLC","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"NBE LLC","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"NBE LLC","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"NBE LLC","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/luxury-primary-bathroom/nbe-llc.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/luxury-primary-bathroom/nbe-llc","report_type":"fit_review","study_id":"HICI-STUDY-52223FE31C2C","title":"NBE LLC Review for luxury primary 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 13:05:27.497385+00","research_date":"2026-10-02","source_snapshot_sha256":"e3478f8465076aa12a31332225b0a20738673450520648334a6c0375e19b3159","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":44,"qualified_finalists":8,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"NBE LLC is a good fit for a luxury primary bathroom in the Greater Seattle area, but only with material verification before signing. Two of seven platforms named NBE LLC during the ranking stage (deepseek and kimi), and its average listed rank was 2.5 with a best rank of 1. The strongest reason to consider it is its published \"The Luxury Spa Experience\" package, which explicitly covers a wet room with floor-to-ceiling imported stone, a freestanding soaking tub, and a steam shower starting at $75,000+ (, google:nbeluxuryspa). The main limitation is that custom glass fabrication, luxury…","target_buyer":"An owner of a high-value home building a spa-style primary suite with freestanding tub, large-format stone and custom glass.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["large-format stone work","custom glass fabrication","high-end fixture sourcing","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-luxury-primary-bathroom-renovation-firms","title":"Best Luxury Primary Bathroom Renovation Firms","use_case":"luxury primary bathroom"}}