{"citations":{"source_mix":{"company_owned":24,"independent":25,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":10},"total_sources":49,"unique_domain_count":21},"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 Kitchen Renovation Contractors for Rental and Investment Properties","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"rental kitchen renovation","subject":"Lowe's","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lowe's","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Lowe's","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","grok","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lowe's","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Lowe's","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Lowe's","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/rental-kitchen-renovation/lowe-s.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/rental-kitchen-renovation/lowe-s","report_type":"fit_review","study_id":"HICI-STUDY-9A0BEE13E2BF","title":"Lowe's Review for Rental and Investment Properties"},"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 23:02:28.572355+00","research_date":"2026-10-02","source_snapshot_sha256":"33777161f0e7893203d3f96adf95ecec68f211e8a1ccc88aa85d6166a200e9af","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":43,"qualified_finalists":10,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Lowe's is a mixed fit for rental kitchen renovation. Two of seven platforms named it during ranking discovery, and it finished ninth overall with an average listed rank of 7.0 and a best rank of 5. The strongest reason to consider it is bundled sourcing: in-stock and quick-ship assembled cabinets, free design consultation, independent installation, and a one-year labor warranty through one retailer. The main limitation is schedule risk. Lowe's publishes a four-to-nine-week cabinet installation range, excludes multi-family and multiple-address projects from its installation price guarantee,…","target_buyer":"A landlord refreshing a rental kitchen between tenancies, prioritising durability and fast turnaround over bespoke design.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["turnaround speed","durable finish selection","multi-unit pricing","project scope handled","design service quality","cabinetry and material sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-kitchen-renovation-contractors-for-rental-and-investment-properties","title":"Best Kitchen Renovation Contractors for Rental and Investment Properties","use_case":"rental kitchen renovation"}}