Profound, Otterly, or Peec AI? Comparing three AI visibility tools

Last week, a marketing director at a medical device exporter laid three tool pricing sheets in front of me and asked one question: 'If these cost ten times different, what's actually the difference?'

Those quotes came from Profound, Otterly.AI, and Peec AI, the three most common choices when comparing AI visibility tools. All three answer the same core question: when someone asks ChatGPT, Perplexity, Google AI Overviews, or Copilot to name a supplier, is your brand mentioned, linked to, or cited? The way each handles this differs substantially in depth, approach, and cost. For anyone monitoring Traditional Chinese markets, there's also a gap that pricing pages don't address.

Here's what distinguishes the three.

Comparing three AI visibility tools: the key differences at a glance

Profound: the deepest reporting, if you can afford it

Profound offers the most detailed reporting. It doesn't just show whether you're mentioned. It identifies which sources the AI cited, what topics users typically ask about, and whether bots like GPTBot and PerplexityBot crawl your site. Organizations making the case for visibility investment to senior leadership find this level of detail valuable.

The tradeoff involves both cost and ongoing effort. Profound expects daily use by dedicated staff who adjust prompts and review reports consistently. Without this commitment, the dashboards provide little value. Organizations often discover mid-contract that the tool requires more attention than they can provide.

Otterly.AI: start here if you're budget-conscious

Otterly approaches the problem differently. It's designed for minimal overhead: set a batch of prompts, and it automatically queries ChatGPT, Google AI Overviews, and Perplexity to report whether your brand appears, gets linked, or has moved in ranking position.

The reports lack Profound's depth, and competitive analysis remains basic. At $29 per month, it offers the lowest entry cost for teams new to monitoring. For businesses still establishing a baseline, starting here makes sense. Run it for a month, understand your position, then decide on a larger investment.

Peec AI: head-to-head competitive comparison is the real edge

Peec AI occupies the middle position with a clear strategic focus. Its strength is competitive comparison: place yourself and three or four rivals in the same view to see who appears more frequently in AI answers and ranks higher. Teams conducting quarterly competitive analysis find this perspective more actionable than monitoring their own position in isolation.

The platform originated in Europe, so default markets and language settings reflect that geography. Features roll out regularly and the interface is straightforward, but Asian markets require additional configuration work.

What no one puts on a price sheet: the real gap with Traditional Chinese

Here's where the tools reveal a meaningful gap. All three claim to support multiple languages, but supporting multiple languages and accurately measuring Traditional Chinese markets are distinct problems.

Testing with the same Traditional Chinese prompts exposed three specific issues. First, most tools default to US computation regions. ChatGPT's response to 'Taiwan's XX supplier' often diverges from what someone asking from Taiwan with a Traditional Chinese account receives. Corpus weights differ, and source attribution differs. Second, Traditional and Simplified Chinese roll together in reporting. You believe you're measuring Taiwan, but you're actually sampling heavily from mainland China content. Third, local competitive distinction is weak. Tools identify whether you're mentioned, but not whether that mention sits alongside an actual competitor or a coincidental name match.

The practical approach: treat the tool's scores as relative trends, not absolutes. Accurately measuring Traditional Chinese market AI visibility still requires someone with a legitimate Taiwan account, working in Traditional Chinese context, cross-verifying results and then recalibrating the tool's prompts and market settings.

Choosing the tool is straightforward. The actual challenge is sustaining correct use after purchase. When onboarding clients to AI visibility monitoring, the work goes beyond software setup. The verification process for Traditional Chinese markets, prompt refinement, and monthly recalibration are essential. These steps ensure dashboard figures reflect what actual Taiwan users see when they query AI.