{"buyer_scenarios":[{"fit":"best_suited","scenario":"Backsplash-only projects in the stated CT/NY service area (openai, anthropic, deepseek, grok, perplexity, kimi, google)"},{"fit":"best_suited","scenario":"Homeowners who already know or want to purchase their own tile, grout, and trim (, kimi:mb-main, )"},{"fit":"best_suited","scenario":"Projects using ceramic, porcelain, glass, natural stone, mosaic, or large-format tile"},{"fit":"best_suited","scenario":"Buyers who value a fast online quote and a defined workmanship warranty (, anthropic:cite-40, kimi:mb-main)"},{"fit":"not_best_suited","scenario":"Homeowners outside Fairfield County, CT or Westchester County, NY (openai, anthropic, deepseek, grok, perplexity, kimi, google)"},{"fit":"not_best_suited","scenario":"Projects requiring the installer to source cabinetry, tile, grout, and trim as one package (, kimi:mb-main)"},{"fit":"not_best_suited","scenario":"Buyers needing extensive kitchen design, cabinetry, or full remodeling services (openai, anthropic, kimi)"},{"fit":"not_best_suited","scenario":"Buyers who require a large body of independently verified reviews before hiring (, , kimi:mb-main)"}],"citations":{"source_mix":{"company_owned":22,"independent":6,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":10},"total_sources":28,"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 Kitchen Backsplash and Tile Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","kimi"],"predicate":"final_consensus_rank","qualifier":"kitchen backsplash installation","subject":"Mr. Backsplash","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Mr. Backsplash","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Mr. Backsplash","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Mr. Backsplash","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Mr. Backsplash","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Mr. Backsplash","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/kitchen-backsplash-installation/mr-backsplash.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/kitchen-backsplash-installation/mr-backsplash","report_type":"fit_review","study_id":"HICI-STUDY-78E44ED1F9B6","title":"Mr. Backsplash Review for kitchen backsplash installation"},"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 23:54:48.727343+00","research_date":"2026-10-02","source_snapshot_sha256":"1649be825c63a318ddd2e199cf796927509ef5b30e66550d1462b635137e6492","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":6,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"Mr. Backsplash is a good fit for a homeowner doing a backsplash-only upgrade inside its Fairfield County, Connecticut and Westchester County, New York service area, provided the buyer is comfortable purchasing tile, grout, and trim separately. Two of the seven platforms in this study named Mr. Backsplash during the ranking stage, at an average listed rank of 2.0 and a best rank of 1. The strongest reason to consider it is narrow specialization: backsplash installation is the company's stated primary service, backed by a published 2-year workmanship warranty and a fast online quote. The main…","target_buyer":"A homeowner doing a targeted upgrade to the backsplash only, where tile layout, cutting around outlets and grout finish decide the result.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["tile layout precision","outlet and edge cutting","grout and sealing quality","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-backsplash-and-tile-installation-companies","title":"Best Kitchen Backsplash and Tile Installation Companies","use_case":"kitchen backsplash installation"}}