{"buyer_scenarios":[{"fit":"best_suited","scenario":"Homeowners with simple, slab-on-grade installations and no history of cracking or movement (kimi:usatoday-1, deepseek:citation-1)."},{"fit":"best_suited","scenario":"Buyers who want material selection, measurement, scheduling, and installation coordinated through one vendor with financing available ."},{"fit":"best_suited","scenario":"Projects using compliant Custom Building Products prep-set-grout materials, where the lifetime system warranty may apply ."},{"fit":"best_suited","scenario":"Buyers who want a fast start, with installation appointments stated at 24–48 hours after purchase ."},{"fit":"not_best_suited","scenario":"Floors with structural movement, significant deflection, active cracks, substantial height variation, or uncertain joist and subfloor conditions (, kimi:usatoday-1)."},{"fit":"not_best_suited","scenario":"Projects requiring engineered crack isolation, extensive self-leveling, uncoupling membranes, or complex movement-joint design unless those items are explicitly written into the quote ."},{"fit":"not_best_suited","scenario":"Buyers who need a guaranteed flatness tolerance stated in writing before work begins (, kimi:usatoday-1)."},{"fit":"not_best_suited","scenario":"Homeowners who want a single specialized tile contractor whose own crew, methods, and workmanship history can be evaluated directly ."}],"citations":{"source_mix":{"company_owned":20,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":7},"total_sources":32,"unique_domain_count":10},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","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":["deepseek","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"tile floor installation","subject":"Home Depot Tile Installation","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Home Depot Tile Installation","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.333333333333333,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Home Depot Tile Installation","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/tile-floor-installation/home-depot-tile-installation.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/tile-floor-installation/home-depot-tile-installation","report_type":"fit_review","study_id":"HICI-STUDY-17DFBF121453","title":"Home Depot Tile Installation 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.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, 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.","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_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 10:51:45.299578+00","research_date":"2026-10-02","source_snapshot_sha256":"6dca441bfb8db52e799789840caac38d3c161b4b6ce4eeebd79c301c312b19c5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":46,"qualified_finalists":4,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Home Depot Tile Installation is a mixed fit for a homeowner whose tile floor survival depends on substrate movement, crack isolation, and level tolerance. Three of seven configured platforms named it during the ranking stage (deepseek, openai, perplexity), and six of seven returned a usable fit assessment — all six rated it mixed. Its strongest reason to consider it is one-stop measurement, material purchase, installation scheduling, and a stated lifetime installation warranty in some markets. The main limitation is that installation is subcontracted to local third-party providers, and…","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"}}