{"citations":{"source_mix":{"company_owned":27,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":9},"total_sources":39,"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":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"fence installation","subject":"Hoosier Fence & Outdoor Living","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Hoosier Fence & Outdoor Living","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Hoosier Fence & Outdoor Living","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Hoosier Fence & Outdoor Living","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Hoosier Fence & Outdoor Living","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Hoosier Fence & Outdoor Living","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Hoosier Fence & Outdoor Living","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/fence-installation/hoosier-fence-outdoor-living.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/fence-installation/hoosier-fence-outdoor-living","report_type":"fit_review","study_id":"HICI-STUDY-53A0C23B7FCA","title":"Hoosier Fence & Outdoor Living 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.","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 18:02:48.905187+00","research_date":"2026-10-02","source_snapshot_sha256":"c290cce92fe1cc903a7f3a446f9ce521f87d362da86bddf8a7d149ef5788a068","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Hoosier Fence & Outdoor Living is a good, but not fully verified, fit for fence installation in Northeast Indiana. Two of the seven platforms that evaluated fit named the company during the ranking stage, and those two listed it at an average rank of 3.0 (best rank 1). The strongest reason to consider it is the advertised driven-steel-post, no-dig wood fence system paired with lifetime workmanship warranty language. The main limitation is that post depth, boundary-survey responsibility, gate-hardware specifications, written warranty exclusions, and installed pricing are not publicly…","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"}}