{"citations":{"source_mix":{"company_owned":18,"independent":10,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":24,"partial":4},"total_sources":28,"unique_domain_count":18},"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":"The Hardscape Store","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"The Hardscape Store","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"The Hardscape Store","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"The Hardscape Store","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"weak","subject":"The Hardscape Store","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"The Hardscape Store","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"The Hardscape Store","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/patio-and-hardscape/the-hardscape-store.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/patio-and-hardscape/the-hardscape-store","report_type":"fit_review","study_id":"HICI-STUDY-64611F828BE5","title":"The Hardscape Store 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.","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_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 22:45:07.21355+00","research_date":"2026-10-02","source_snapshot_sha256":"c529d842dc9a505678d3beb665d3e2f3230b187f4b65760e95e95e8d1e82341d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"The Hardscape Store is a plausible good fit for a Maryland homeowner in its published service area who is laying a paver or stone patio and prioritizes documented base preparation, drainage grading, and a stated workmanship warranty. Two of seven platforms named it during the ranking stage (deepseek and kimi), a 28.6% share of included platform responses, at an average listed rank of 6.0 and a best rank of 5. The strongest reason to consider it is its published process: a minimum 4-inch compacted subbase, aggregate installed in lifts, geotextile separation when required, precision grading,…","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"}}