Company research
Company-by-company analysis, with the research and limitations in view.
287 reviews
OtterlyAI is a good fit for prompt-based competitive benchmarking across major AI search and answer engines at a transparent price. Its strengths are citation tracking, competitor comparison, and Share of AI Voice, though recommendation-share methodology is not independently validated.
7 usable AI responses
Peec AI is a good fit for companies that need recurring, prompt-level competitive benchmarking across multiple AI search and generative-answer platforms. Six of the seven included platforms named Peec AI during the ranking stage, and it finished second overall with an average listed rank of 3.67 and a best rank of 2.
7 usable AI responses
Profound is a strong fit for prompt-level competitive benchmarking across AI answer engines, named at rank 1 by six of seven platforms. Buyers should verify enterprise pricing, engine count, and recommendation-share support before committing.
7 usable AI responses
Conductor is a good fit for enterprise CMOs who want AI search visibility unified with traditional SEO, content workflows, and analytics. It tracks brand mentions, citations, prompts, and competitive share of voice, but it is sales-led with no public pricing and unconfirmed engine coverage by plan.
7 usable AI responses
OtterlyAI is a good fit for CMOs who need practical, multi-engine AI visibility monitoring with prompt-level measurement, citation tracking, competitor benchmarking, and exportable reporting at transparent self-serve prices. Full engine coverage requires paid add-ons, and enterprise terms are not public.
7 usable AI responses
Peec AI is a good fit for CMOs who need board-ready monitoring of brand visibility, sentiment, share of voice, and cited sources across major AI search channels, provided they have internal SEO or content resources to act on the findings.
7 usable AI responses
Athena HQ is a good fit for CMOs who need board-ready AI search visibility and competitive intelligence, but it is not a clean, low-risk purchase. Two of seven platforms named it, and Enterprise pricing, contract terms, and historical retention remain unconfirmed.
7 usable AI responses
Pineprompt is a good fit for CMOs needing daily prompt-level AI visibility across eight platforms, with API and Looker Studio access from $249/mo. Evidence is largely company-controlled, and historical backfill is not offered.
7 usable AI responses
Astiva AI is a mixed-to-good fit for CMOs evaluating AI visibility platforms. Two of seven platforms named it, citing the $249/month Growth plan's GA4 revenue attribution, but most capability evidence is company-owned and Astiva's own pages conflict on platform coverage and retention.
7 usable AI responses
Semrush is a good fit for CMOs who need board-ready AI search visibility reporting inside an existing SEO workflow. It covers multi-platform tracking, prompt monitoring, competitor benchmarking, and citation analysis, but measures rather than executes fixes.
7 usable AI responses
Ahrefs is a good fit for CMOs who already run Ahrefs for SEO and want AI visibility added to an existing search intelligence workflow. Its strongest asset is Brand Radar's search-backed prompt corpus with competitor benchmarking and citation tracking, but packaging and pricing are opaque.
7 usable AI responses
Profound is a strong fit for enterprise CMOs who need board-ready AI search visibility, citation intelligence, and competitor benchmarking — but the fit is conditional on Enterprise-tier access and budget. Four of seven platforms named Profound during ranking discovery, and all four ranked it first.
7 usable AI responses
