{"citations":{"source_mix":{"company_owned":12,"independent":5,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":3},"total_sources":17,"unique_domain_count":5},"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":["kimi","openai"],"predicate":"final_consensus_rank","qualifier":"rental kitchen renovation","subject":"Handis","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Handis","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Handis","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Handis","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Handis","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Handis","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Handis","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/rental-kitchen-renovation/handis.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/rental-kitchen-renovation/handis","report_type":"fit_review","study_id":"HICI-STUDY-A16D3D2E6BB4","title":"Handis 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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","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 22:56:05.16772+00","research_date":"2026-10-02","source_snapshot_sha256":"b3fa104bd618be56b3bdd01c69dc9ed88573e12b2e304787e6e85faeb16ab946","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":"Handis is a mixed-to-good fit for rental kitchen renovation, depending on where the property sits and how much scope the kitchen needs. Two of the seven platforms in this study named Handis during the ranking stage — OpenAI and Kimi — giving it a 28.6% share of included platform responses, an average listed rank of 3.0, and a best listed rank of 1. The strongest reason to consider it is the purpose-built Rental Kitchen Turnover package: a fixed-scope cosmetic refresh advertised at four to five working days with published portfolio pricing. The main limitation is that Handis is not…","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"}}