{"citations":{"source_mix":{"company_owned":23,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":40,"partial":4},"total_sources":45,"unique_domain_count":25},"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","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"fence installation","subject":"The American Fence Company","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"The American Fence Company","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"The American Fence Company","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"The American Fence Company","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"The American Fence Company","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"The American Fence Company","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.666666666666667,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"The American Fence Company","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/fence-installation/the-american-fence-company.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/fence-installation/the-american-fence-company","report_type":"fit_review","study_id":"HICI-STUDY-5E5F0C72D8F8","title":"The American Fence Company 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.","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 17:58:49.882049+00","research_date":"2026-10-02","source_snapshot_sha256":"88976de5cd8a7e850ca4fa7013f3069746e2020d5e33573010c79e18e9bb6b01","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"The American Fence Company is a conditional fit for fence installation. Three of seven platforms named it during ranking discovery, and fit ratings ranged from strong to uncertain, so no consensus exists. The strongest reason to consider it is a broad residential material range — wood, vinyl, chain link, and ornamental steel — plus advertised gate capability and a Midwest branch network . The main limitation is documentation: post-setting specifications, boundary-survey responsibility, workmanship warranty terms, and standardized pricing are not clearly published, and independent review data…","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"}}