{"citations":{"source_mix":{"company_owned":30,"independent":19,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":37,"partial":12},"total_sources":49,"unique_domain_count":24},"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":["openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"fence installation","subject":"Lowe's Fence Installation","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Lowe's Fence Installation","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":"Lowe's Fence Installation","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Lowe's Fence Installation","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Lowe's Fence Installation","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Lowe's Fence Installation","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/siding-and-exterior-renovation/fence-installation/lowe-s-fence-installation.json","page_url":"https://homeimprovementconsensusindex.com/siding-and-exterior-renovation/fence-installation/lowe-s-fence-installation","report_type":"fit_review","study_id":"HICI-STUDY-9FA0BAB6640A","title":"Lowe's Fence Installation 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 18:14:10.433325+00","research_date":"2026-10-02","source_snapshot_sha256":"4a2ef0f6a99a156e73c91f8f0bec3d32fc483154e18e7f703369a0fbe995b0bb","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Siding, decking, or exterior renovation contractor"},"schema_version":4,"summary":"Lowe's fence installation is a mixed fit for fence installation. Two of the seven platforms in this study named Lowe's during the ranking stage, and those two placed it at an average listed rank of 4.5 (best rank 3). The strongest reason to consider it is a published service scope that includes post setting in concrete or to local code, gate installation, cleanup, and a one-year limited labor warranty. The main limitation is that the work is performed by independent local installers, so post engineering, boundary accuracy, gate hardware, scheduling, and workmanship accountability depend on…","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"}}