{"buyer_scenarios":[{"fit":"best_suited","scenario":"Active households wanting a 20 mil wear layer and waterproof rigid-core LVP (openai, deepseek, grok, kimi, google)."},{"fit":"best_suited","scenario":"Households with pets, where All Pet or All Pet Plus coverage for pet stains, odors, and claw scratches is a stated benefit (kimi:DGFloors-Mohawk, , )."},{"fit":"best_suited","scenario":"Concrete slab or basement installations where a 100% waterproof SPC core matters (kimi:DGFloors-Mohawk, )."},{"fit":"best_suited","scenario":"Buyers who prefer purchasing through a local flooring retailer with installation available ."},{"fit":"not_best_suited","scenario":"Buyers requiring transparent, nationally standardized installed pricing (openai, deepseek, perplexity)."},{"fit":"not_best_suited","scenario":"Buyers who want a single clearly documented specification across all SolidTech collections (openai, perplexity)."},{"fit":"not_best_suited","scenario":"Buyers placing unusually high weight on consistently positive independent warranty-service reviews ."},{"fit":"not_best_suited","scenario":"Buyers wanting wear layers above 20 mil for heavy commercial or maximum residential longevity (kimi:DGFloors-RigidCore)."}],"citations":{"source_mix":{"company_owned":12,"independent":27,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":17},"total_sources":40,"unique_domain_count":24},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Luxury Vinyl Plank Flooring Brands and Installers","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"luxury vinyl plank flooring","subject":"Mohawk SolidTech","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Mohawk SolidTech","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Mohawk SolidTech","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Mohawk SolidTech","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.8,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Mohawk SolidTech","platform_mentions":5,"platform_share":0.8333333333333334}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/flooring-installation/luxury-vinyl-plank-flooring/mohawk-solidtech.json","page_url":"https://homeimprovementconsensusindex.com/flooring-installation/luxury-vinyl-plank-flooring/mohawk-solidtech","report_type":"fit_review","study_id":"HICI-STUDY-046732CC5C2A","title":"Mohawk SolidTech Review for luxury vinyl plank flooring"},"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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["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 09:48:16.997038+00","research_date":"2026-10-02","source_snapshot_sha256":"05333f81b2fcc173f6d486260484273d65819cc8a29c0d3c7ae7660246a4a676","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":24,"qualified_finalists":9,"ranking_unit":"Flooring retailer, manufacturer, or installation contractor"},"schema_version":4,"summary":"Mohawk SolidTech is a good fit for luxury vinyl plank flooring, not an unequivocal one. Five of the six platforms in this study named it during the ranking stage, and it finished second overall with an average listed rank of 3.8 and a best rank of 3. The strongest reason to consider it is the combination of a documented 20 mil wear layer on SolidTech Plus, a Uniclic locking system, and product-level waterproof and wear warranties . The main limitation is that specifications, warranty terms, installed pricing, and installer quality vary by collection, SKU, and local retailer, so the brand…","target_buyer":"A homeowner choosing LVP for durability and water resistance and comparing wear layers, locking systems and installers.","topic":{"base_category":"Flooring Installation","category_criteria":["wear layer thickness","locking system quality","moisture performance","material range and quality","subfloor preparation","installation craftsmanship","lead time","price transparency","wear and finish warranty","customer review strength"],"geography":"United States","slug":"best-luxury-vinyl-plank-flooring-brands-and-installers","title":"Best Luxury Vinyl Plank Flooring Brands and Installers","use_case":"luxury vinyl plank flooring"}}