{"citations":{"source_mix":{"company_owned":11,"independent":31,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":37,"partial":6},"total_sources":43,"unique_domain_count":25},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","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":["deepseek","google","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget bathroom renovation","subject":"Bath Fitter","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Bath Fitter","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Bath Fitter","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/budget-bathroom-renovation/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/budget-bathroom-renovation/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-95A9C69A0B7C","title":"Bath Fitter 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.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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_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 11:53:41.850188+00","research_date":"2026-10-02","source_snapshot_sha256":"a9b39dfe2b7a48fb88595945a153e37e2bcbb2b58297454fbe916f2bc81f0843","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a mixed fit for budget bathroom renovation. Five of seven configured platforms named it during ranking discovery, and six returned a usable fit assessment. Its strongest case is a layout-preserving acrylic tub, shower, or tub-to-shower refresh with low demolition and advertised one-day installation (, -6). The main limitation is cost predictability: no national fixed price is published, third-party estimates run roughly $3,000–$7,500, and one analysis places Bath Fitter 10–20% above regional liner competitors (-8, -13). Warranty enforcement and local franchise quality are also…","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"}}