{"citations":{"source_mix":{"company_owned":8,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":13,"partial":5},"total_sources":19,"unique_domain_count":11},"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 Driveway and Walkway Paving Contractors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"final_consensus_rank","qualifier":"driveway paving","subject":"United Road Construction","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"United Road Construction","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"United Road Construction","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"United Road Construction","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","grok"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"United Road Construction","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"United Road Construction","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/driveway-paving/united-road-construction.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/driveway-paving/united-road-construction","report_type":"fit_review","study_id":"HICI-STUDY-A1C2F22FFC59","title":"United Road Construction Review for driveway paving"},"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":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 23:33:17.830287+00","research_date":"2026-10-02","source_snapshot_sha256":"cbc1f525c7edee0fa0fb82f87e4037ec70f786953fddd4277de6ec7c000e913a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":3,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"United Road Construction is a mixed fit for a homeowner replacing a cracked or sunken driveway. It is a plausible choice if you have already decided on asphalt or blacktop, because it directly offers residential asphalt installation, resurfacing, full removal and replacement, recycled asphalt and asphalt millings, apron repair, edge restoration and sealcoating (, , kimi:urc-1). Two of the seven platforms that evaluated fit named it during the ranking stage (kimi, openai), so its inclusion rests on a minority of platform responses. The strongest reason to consider it is a directly relevant…","target_buyer":"A homeowner replacing a cracked or sunken driveway and choosing between asphalt, concrete and pavers on cost and lifespan.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["sub-base construction","material lifespan comparison","drainage and apron detailing","material range and durability","weather and moisture detailing","crew professionalism","project timeline","price transparency","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-driveway-and-walkway-paving-contractors","title":"Best Driveway and Walkway Paving Contractors","use_case":"driveway paving"}}