{"buyer_scenarios":[{"fit":"best_suited","scenario":"Homeowners in St. Louis County or St. Charles County with uneven floors, slab cracks, older-home substrates, or large-format tile ."},{"fit":"best_suited","scenario":"Projects needing substrate correction and tile installation from one contractor ."},{"fit":"best_suited","scenario":"Homeowners willing to consider premium installation systems rather than the lowest bid ."},{"fit":"best_suited","scenario":"Homes with historic plaster or concrete substrates that require mud floating and custom preparation — one platform notes pre-1900s St. Louis homes with original concrete and plaster walls are common, making mud…"},{"fit":"not_best_suited","scenario":"Buyers requiring published fixed pricing, guaranteed lead dates, or extensive third-party review history before hiring ."},{"fit":"not_best_suited","scenario":"Simple low-cost projects where premium substrate systems are unnecessary ."},{"fit":"not_best_suited","scenario":"Budget-conscious homeowners seeking the lowest-cost installation option (, google:tilegurusmain)."},{"fit":"not_best_suited","scenario":"Buyers who need documented numerical flatness tolerances, movement-joint layouts, or standards-based installation details before contracting ."}],"citations":{"source_mix":{"company_owned":20,"independent":6,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":5},"total_sources":28,"unique_domain_count":12},"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 Tile Flooring Installation Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"tile floor installation","subject":"Tile Gurus","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Tile Gurus","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Tile Gurus","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Tile Gurus","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Tile Gurus","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Tile Gurus","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/tile-floor-installation/tile-gurus.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/tile-floor-installation/tile-gurus","report_type":"fit_review","study_id":"HICI-STUDY-D8F6F73A0346","title":"Tile Gurus Review for tile floor 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 10:47:00.201169+00","research_date":"2026-10-02","source_snapshot_sha256":"7b7f1b85876ed2a0eab87cc76a70dfb2df47d80f3967066939ca00e9369621b7","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":4,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Tile Gurus is a good, but not fully proven, fit for tile floor installation when the buyer's main risk is tile failure from substrate movement, cracks, or uneven floors. Two of the seven platforms in this study named Tile Gurus during ranking discovery — kimi and perplexity — and both listed it at rank 1, giving it the strongest average listed rank in the set. The strongest reason to consider it is its published process: full subfloor leveling, crack membranes, moisture mitigation, hand-skimmed tile backs, and Laticrete installation systems. The main limitation is geography: service is…","target_buyer":"A homeowner tiling floors where substrate movement, crack isolation and level tolerance decide whether tiles survive.","topic":{"base_category":"Flooring Installation","category_criteria":["substrate and crack isolation","level tolerance","grout and expansion detailing","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-tile-flooring-installation-contractors","title":"Best Tile Flooring Installation Contractors","use_case":"tile floor installation"}}