{"citations":{"source_mix":{"company_owned":44,"independent":24,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":68,"partial":3},"total_sources":71,"unique_domain_count":20},"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 Fence Installation Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai"],"predicate":"final_consensus_rank","qualifier":"fence installation","subject":"Superior Fence & Rail","unit":"rank","value":2},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Superior Fence & Rail","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Superior Fence & Rail","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Superior Fence & Rail","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Superior Fence & Rail","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.6666666666666667,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":2,"name":"Superior Fence & Rail","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/fence-installation/superior-fence-rail.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/fence-installation/superior-fence-rail","report_type":"fit_review","study_id":"HICI-STUDY-41DD3704ECEF","title":"Superior Fence & Rail Review for fence installation"},"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 18:02:00.906838+00","research_date":"2026-10-02","source_snapshot_sha256":"97d0f543eca9d675f0f7e7adc749b37c17ff60ea905e811c65e0dc389eaf78d2","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Superior Fence & Rail is a good fit for a homeowner fencing a boundary for privacy, pets, or security, provided the buyer verifies local franchise specifics before signing. Three of the seven researched platforms named the company during the ranking stage (anthropic, google, openai), and it finished second overall in the consensus ranking. The strongest reason to consider it is a broad residential material range — vinyl, wood, aluminum, composite, and chain link — paired with published survey-aware guidance, concrete-set wood posts, and a stated three-year workmanship warranty. The main…","target_buyer":"A homeowner fencing a boundary for privacy, pets or security, where post setting and property line accuracy matter.","topic":{"base_category":"Siding and Exterior Renovation","category_criteria":["post setting depth and method","boundary survey handling","gate hardware 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-fence-installation-companies","title":"Best Fence Installation Companies","use_case":"fence installation"}}