{"citations":{"source_mix":{"company_owned":23,"independent":24,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":9},"total_sources":48,"unique_domain_count":23},"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","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget bathroom renovation","subject":"Lowe's","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lowe's","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lowe's","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lowe's","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Lowe's","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.75,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Lowe's","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/bathroom-remodeling/budget-bathroom-renovation/lowe-s.json","page_url":"https://homeimprovementconsensusindex.com/bathroom-remodeling/budget-bathroom-renovation/lowe-s","report_type":"fit_review","study_id":"HICI-STUDY-537671901EAA","title":"Lowe's 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.","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_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 11:38:06.721558+00","research_date":"2026-10-02","source_snapshot_sha256":"3e49457ea3db811f07d86a5788ebc7cee3b2ae32fd4223124417d813dd55eedf","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":7,"ranking_unit":"Bathroom remodeling contractor or installer"},"schema_version":4,"summary":"Lowe's is a mixed fit for a budget bathroom renovation that keeps the existing layout and replaces surfaces and fixtures. Four of seven platforms named Lowe's during the ranking stage (57% of included platform responses), with an average listed rank of 4.75 and a best rank of 2. The strongest reason to consider it is one-stop access to low-cost stock vanities, toilets, faucets, flooring and a store-managed installation program with a stated one-year labor warranty. The main limitation is that Lowe's publishes no national fixed-price bathroom package, installs through independent local…","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"}}