{"citations":{"source_mix":{"company_owned":18,"independent":23,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":6},"total_sources":42,"unique_domain_count":22},"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":["deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"kitchen backsplash installation","subject":"The Tile Shop","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"The Tile Shop","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"The Tile Shop","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"The Tile Shop","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"The Tile Shop","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":4,"name":"The Tile Shop","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/kitchen-backsplash-installation/the-tile-shop.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/kitchen-backsplash-installation/the-tile-shop","report_type":"fit_review","study_id":"HICI-STUDY-115245810277","title":"The Tile Shop 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.","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 23:59:46.287216+00","research_date":"2026-10-02","source_snapshot_sha256":"0ae82a892d566801887fd9262e3582682532f889ff72697dd0eeaaf15f99d880","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":"The Tile Shop is a mixed fit for kitchen backsplash installation. Two of seven platforms named it during ranking discovery, and it finished with an average listed rank of 2.0 and a best rank of 1. Its strongest case is material selection: showroom tile, trim, grout, and free design consultation, plus a referral list of local installers. The main limitation is that The Tile Shop does not perform or warrant the installation itself; layout precision, outlet cutting, and grout finish depend on the independent installer, and no national installation price, workmanship warranty, or installer…","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"}}