{"citations":{"source_mix":{"company_owned":23,"independent":13,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":5},"total_sources":38,"unique_domain_count":13},"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 Patio and Hardscape Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"patio and hardscape","subject":"TAB Property Enhancement","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"TAB Property Enhancement","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"TAB Property Enhancement","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"TAB Property Enhancement","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"TAB Property Enhancement","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"TAB Property Enhancement","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/patio-and-hardscape/tab-property-enhancement.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/patio-and-hardscape/tab-property-enhancement","report_type":"fit_review","study_id":"HICI-STUDY-3F917A048F79","title":"TAB Property Enhancement Review for patio and hardscape"},"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.","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 22:32:50.704923+00","research_date":"2026-10-02","source_snapshot_sha256":"05fa833650fd8bbb0686b2cc99d44d04dbd81acc22c5a93f21a429922e73a642","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"TAB Property Enhancement is a good fit for a Northeast Ohio homeowner installing a paver or stone patio where base preparation and drainage decide whether the surface settles or heaves. Two of the seven platforms that evaluated fit named TAB during the ranking stage (deepseek and kimi), where it averaged rank 2.5 and reached rank 1. The strongest reason to consider it is its stated construction approach: Unilock Authorized Contractor status, Unilock or Techo-Bloc pavers, a deep compacted aggregate base, and grading pitched away from the foundation for freeze-thaw conditions (, -7). The main…","target_buyer":"A homeowner laying a paver or stone patio, where base preparation and drainage decide whether it settles or heaves.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["base preparation depth","drainage and grading","paver and edge restraint quality","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-patio-and-hardscape-installation-companies","title":"Best Patio and Hardscape Installation Companies","use_case":"patio and hardscape"}}