Company research
Company-by-company analysis, with the research and limitations in view.
287 reviews
DeepSmith is a good fit for mid-market companies that want AI visibility tracking plus integrated content production. Six of seven AI platforms rated it good; pricing runs $99-$399/month, but engine coverage is tier-gated.
7 usable AI responses
Peekaboo AI Visibility is a good fit for mid-market companies wanting focused AI-search monitoring without enterprise complexity, per four of six assessing platforms. Core tracking, citation analysis, and benchmarking are covered at a low entry price, though pricing and model coverage conflict across sources.
7 usable AI responses
Ahrefs AI Visibility (inferred) is a qualified but contested fit for mid-market AI visibility tracking. Three of seven platforms named it during ranking discovery, and fit ratings split: one platform rated it "good," four rated it "mixed," and two rated it "uncertain." The strongest reason to consider it is Ahrefs…
7 usable AI responses
Viali is a good fit for mid-market companies needing multi-engine AI visibility tracking without enterprise complexity. Its Visibility Tracker covers six engines with citation intelligence and competitor benchmarking, starting at $199/month on the Growth plan.
7 usable AI responses
Semrush AI Toolkit is a good fit for mid-market companies already using Semrush and wanting AI-search visibility monitoring integrated with traditional SEO.
7 usable AI responses
Profound is a good, conditional fit for mid-market companies that need sophisticated AI visibility tracking and can support roughly $399 per month billed annually. Five of the seven included platforms named Profound during ranking discovery, at an average listed rank of 4.2 and a best rank of 2.
7 usable AI responses
OtterlyAI is a good fit for most U.S. mid-market companies that need AI visibility tracking without enterprise complexity. It finished first overall in this study, with the $189/month Standard plan as the practical mid-market entry point.
7 usable AI responses
Conductor is a strong-to-good fit for large enterprise teams that want AI visibility measurement integrated with SEO, content, and technical monitoring, but the fit is conditional. It publishes Enterprise capacity of 2,500+ AI Search Credits per year and 60,000 tracked keywords, yet no dollar pricing.
7 usable AI responses
Brandwatch pairs deep historical consumer and social intelligence with Search Intelligence for monitoring how LLMs cite brands. Fit is mixed: strong for competitive intelligence and executive reporting, but public evidence does not confirm a fully documented prompt-level AI visibility platform.
7 usable AI responses
AthenaHQ is a good fit for large enterprise teams needing multi-brand, multi-region AI visibility monitoring with citation analysis and executive reporting, provided they can absorb custom enterprise pricing and credit-based metering.
7 usable AI responses
seoClarity is a good fit for large enterprise teams that need AI visibility measurement integrated with enterprise SEO, competitive benchmarking, citation analysis, APIs, and executive reporting. Fit is conditional on written vendor confirmation of ArcAI pricing, retention, and permissions.
7 usable AI responses
Peec AI is a good-but-contested fit for large enterprises that need multi-brand AI visibility measurement, citation analysis, and competitive benchmarking. Three of seven platforms named Peec AI during the ranking stage (anthropic, grok, perplexity), with an average listed rank of 4.0 and a best rank of 2.
7 usable AI responses
