{"citations":{"source_mix":{"company_owned":29,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":42,"partial":5},"total_sources":47,"unique_domain_count":19},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","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":["anthropic","google"],"predicate":"final_consensus_rank","qualifier":"patio and hardscape","subject":"The Grounds Guys","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"The Grounds Guys","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"The Grounds Guys","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/patio-and-hardscape/the-grounds-guys.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/patio-and-hardscape/the-grounds-guys","report_type":"fit_review","study_id":"HICI-STUDY-9F94BCD5A33E","title":"The Grounds Guys 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.","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.","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 22:46:29.56525+00","research_date":"2026-10-02","source_snapshot_sha256":"49f4e591fecdce2d5bb7b9416346ddf702928f316f0f47b0967271d918e67c85","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"The Grounds Guys is a mixed fit for patio and hardscape. Two of seven platforms named it during the ranking stage, and six of seven returned a usable fit assessment. The strongest reason to consider it is that the brand publicly offers residential patio and hardscape installation and can pair it with in-house drainage work such as French drains and dry creek beds . The main limitation is that no national standard for base depth, compaction, drainage slope, edge restraint, or workmanship warranty is published, and the standard Neighborly Done Right Promise covers workmanship for only 14 days…","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"}}