{"citations":{"source_mix":{"company_owned":19,"independent":6,"unclear":8},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":10},"total_sources":33,"unique_domain_count":16},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Bathroom Remodeling Companies Offering Project Financing","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"financed bathroom remodel","subject":"Bath Fitter","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Bath Fitter","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.25,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Bath Fitter","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/financed-bathroom-remodel/bath-fitter.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/financed-bathroom-remodel/bath-fitter","report_type":"fit_review","study_id":"HICI-STUDY-32D01117F07F","title":"Bath Fitter Review for financed bathroom remodel"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","5 of 6 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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","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":6,"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 19:45:27.681672+00","research_date":"2026-10-02","source_snapshot_sha256":"ceda7f4691d11be2fdc4e34c738a30e848cd89de6dbf221e97c95ae240875573","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":5,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Bath Fitter is a mixed fit for a financed bathroom remodel. It is a reasonable choice for a fast, limited-scope acrylic tub, shower, or liner conversion with contractor-arranged financing, but public evidence does not establish uniform national financing terms, pricing, or workmanship quality, and it is not positioned as a full bathroom remodeler. Four of the six included platforms named Bath Fitter during ranking discovery, and five returned a usable fit assessment. The strongest reason to consider it is the combination of one-day acrylic installation and advertised promotional financing,…","target_buyer":"A homeowner proceeding now and paying over time through the contractor's financing partner.","topic":{"base_category":"Bathroom Remodeling","category_criteria":["financing partner terms","promotional rate availability","approval process","project scope handled","waterproofing and tiling quality","fixture sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-bathroom-remodeling-companies-offering-project-financing","title":"Best Bathroom Remodeling Companies Offering Project Financing","use_case":"financed bathroom remodel"}}