{"citations":{"source_mix":{"company_owned":23,"independent":33,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":40,"partial":15},"total_sources":56,"unique_domain_count":22},"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":["anthropic","google","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"patio and hardscape","subject":"System Pavers","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"System Pavers","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"System Pavers","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"System Pavers","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"System Pavers","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.25,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"System Pavers","platform_mentions":4,"platform_share":0.5714285714285714}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/patio-and-hardscape/system-pavers.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/patio-and-hardscape/system-pavers","report_type":"fit_review","study_id":"HICI-STUDY-FE6EAD7983E8","title":"System Pavers 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.","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_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 22:28:49.872985+00","research_date":"2026-10-02","source_snapshot_sha256":"1876da2a24e6679d5d9e6442b36719f9c7aa4f328c2be775fd76e9286cc51020","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":9,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"System Pavers is a mixed fit for a homeowner whose main worry is whether a paver patio settles or heaves because of base preparation and drainage. Four of the seven platforms in this study named System Pavers during ranking discovery, and it finished first overall with an average listed rank of 2.25. The strongest reason to consider it is a directly relevant turnkey paver-patio design-and-install service backed by a published 25-year workmanship warranty (-16, ). The main limitation is that no reviewed source verifies project-specific base depth, compaction, drainage design, crew…","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"}}