{"citations":{"source_mix":{"company_owned":33,"independent":8,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":37,"partial":5},"total_sources":42,"unique_domain_count":11},"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 Kitchen Remodeling Companies for Cost-Conscious Renovations","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"budget kitchen renovation","subject":"Riverbend Kitchens","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Riverbend Kitchens","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Riverbend Kitchens","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Riverbend Kitchens","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Riverbend Kitchens","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Riverbend Kitchens","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/budget-kitchen-renovation/riverbend-kitchens.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/budget-kitchen-renovation/riverbend-kitchens","report_type":"fit_review","study_id":"HICI-STUDY-45D1A51BB211","title":"Riverbend Kitchens Review for Cost-Conscious Renovations"},"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.","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 09:04:38.174137+00","research_date":"2026-10-02","source_snapshot_sha256":"60a6b6153d9d75a153ed49a70a451082c8d9e143da5fe84fc0c90de8cf40ac4d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":30,"qualified_finalists":10,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Riverbend Kitchens is a good fit for budget kitchen renovation if the buyer wants a visibly updated kitchen without moving plumbing or walls, has structurally sound cabinet boxes, and is located in the Quad Cities region of Eastern Iowa and North/Central Illinois. Two of the seven platforms in this study named Riverbend Kitchens during the ranking stage, and both placed it near the top (average listed rank 1.5). The strongest reason to consider it is the Standard Refacing package, advertised from $10,000 for a small kitchen with fewer than 20 doors and drawers, with a stated 3–5 day…","target_buyer":"A homeowner with a firm ceiling in the low tens of thousands who wants a visibly updated kitchen without moving plumbing or walls.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["fixed-price packages","stock material options","cost control discipline","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-budget-kitchen-remodeling-companies-for-cost-conscious-renovations","title":"Best Budget Kitchen Remodeling Companies for Cost-Conscious Renovations","use_case":"budget kitchen renovation"}}