{"citations":{"source_mix":{"company_owned":25,"independent":27,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":43,"partial":11},"total_sources":55,"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":["deepseek","google"],"predicate":"final_consensus_rank","qualifier":"budget bathroom renovation","subject":"Five Star Bath Solutions","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Five Star Bath Solutions","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Five Star Bath Solutions","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Five Star Bath Solutions","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Five Star Bath Solutions","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Five Star Bath Solutions","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/budget-bathroom-renovation/five-star-bath-solutions.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/budget-bathroom-renovation/five-star-bath-solutions","report_type":"fit_review","study_id":"HICI-STUDY-884253B98F6A","title":"Five Star Bath Solutions 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 11:48:19.267503+00","research_date":"2026-10-02","source_snapshot_sha256":"20a879a6c30d5a562ea3de52900607070cb480aa0a4c1589ea07eca7f737bc64","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Five Star Bath Solutions is a mixed fit for budget bathroom renovation. It is best aligned with a layout-preserving tub, shower, or wet-area surface replacement using acrylic or solid-surface panels, installed quickly by a local franchise. Two of the seven platforms in this study named Five Star Bath Solutions during the ranking stage, at an average listed rank of 4.0 and a best rank of 4. The strongest reason to consider it is its narrow, fast, turnkey wet-area scope with company-promoted lifetime warranty and financing. The main limitation is that no national fixed price or stock-fixture…","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"}}