{"citations":{"source_mix":{"company_owned":31,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":32,"partial":7},"total_sources":39,"unique_domain_count":15},"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":"Bronco Fence","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Bronco Fence","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Bronco Fence","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok"],"predicate":"fit_rating_count","qualifier":"good","subject":"Bronco Fence","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Bronco Fence","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":"Bronco Fence","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Bronco Fence","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/fence-installation/bronco-fence.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/fence-installation/bronco-fence","report_type":"fit_review","study_id":"HICI-STUDY-E54DAEC67941","title":"Bronco Fence 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 18:05:50.093051+00","research_date":"2026-10-02","source_snapshot_sha256":"1dc19c54223c0cee543b00d2e3f4504f2bb3abc9a2c9c6992f9342ec7f00eb14","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Bronco Fence is a good — but regionally constrained — fit for fence installation in Northern Utah. Two of seven platforms named it during the ranking stage (deepseek and kimi), where it averaged rank 3.5 and peaked at rank 3. The strongest reason to consider it is its concrete-set post methodology: the company states posts are anchored at 24 inches in high-strength concrete below the local frost line, with wind reinforcement for vinyl in canyon corridors . The main limitation is that Bronco does not verify property boundaries — the homeowner is legally responsible for identifying property…","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"}}