{"citations":{"source_mix":{"company_owned":17,"independent":1,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":11,"partial":8},"total_sources":19,"unique_domain_count":3},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for Mid-Market Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Mid-Market Companies","subject":"Viali","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Viali","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Viali","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Viali","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Viali","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Viali","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/mid-market-companies/viali.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/mid-market-companies/viali","report_type":"fit_review","study_id":"AIMCI-STUDY-EFDB5F896E95","title":"Viali for AI Visibility Platforms for Mid-Market Companies: AI Consensus Fit Review"},"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":"AI Marketing 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":"2026-09-19 08:40:52.482021+00","research_date":"2026-09-19","source_snapshot_sha256":"6c37c64ae37039958ced713f8f91df74f13d773665e34e9b829860a26d6125f7","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":27,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Viali is a good fit for mid-market companies that need multi-engine AI visibility tracking without enterprise complexity. Three of seven platforms named Viali during ranking discovery — Anthropic (rank 4), DeepSeek (rank 5), and Kimi (rank 6) — for an average listed rank of 5.0 and a 42.9% share of included platform responses. The strongest reason to consider it is the Viali Visibility Tracker's six-engine coverage, citation intelligence, competitor benchmarking, and integrated action workflows, with the Growth plan at $199/month (about $159/month annually) as the mid-market entry point. The…","target_buyer":"Mid-market companies that need sophisticated AI search intelligence without enterprise-level complexity or cost","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation tracking","citation analysis","competitor benchmarking","prompt monitoring","historical trends","and actionable reporting"],"geography":"United States","slug":"best-ai-visibility-platforms-for-mid-market-companies","title":"Best AI Visibility Platforms for Mid-Market Companies","use_case":"AI Visibility Platforms for Mid-Market Companies"}}