{"citations":{"source_mix":{"company_owned":9,"independent":27,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":19,"partial":11},"total_sources":36,"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 Budget Bathroom Remodeling Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget bathroom renovation","subject":"BathWraps","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"BathWraps","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"BathWraps","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"BathWraps","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"BathWraps","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/budget-bathroom-renovation/bathwraps.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/budget-bathroom-renovation/bathwraps","report_type":"fit_review","study_id":"HICI-STUDY-FB1B33873D0A","title":"BathWraps Review for budget bathroom 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 11:45:02.287888+00","research_date":"2026-10-02","source_snapshot_sha256":"669317baee5c8c80495969098cfe62df864c82643c65277c3a3aa53bbfd22c42","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"BathWraps is a mixed fit for budget bathroom renovation. Two of seven platforms named it during the ranking stage, and it finished fourth overall with an average listed rank of 2.5. Its strongest argument is a one-day, layout-preserving acrylic tub or shower update that avoids tile demolition and grout maintenance, backed by an advertised limited lifetime product warranty. The main limitation is cost control: BathWraps publishes no national pricing, independent sources disagree on typical ranges, and reported quotes of roughly $14,000 and $32,000 sit far above a tight budget. Six of seven…","target_buyer":"A homeowner refreshing a tired bathroom on a tight budget by keeping the existing layout and replacing surfaces and fixtures.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["fixed-price packages","stock fixture options","cost control discipline","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-budget-bathroom-remodeling-companies","title":"Best Budget Bathroom Remodeling Companies","use_case":"budget bathroom renovation"}}