Key takeaways
- Otterly.AI and Peec.ai are solid entry points for AI visibility monitoring, but both stop at showing you data -- neither helps you act on it
- Profound offers deeper analytics than either, but at $499/month it's expensive for what's still fundamentally a monitoring dashboard
- Promptwatch is the only platform in this comparison that closes the full loop: find gaps, generate content, track results
- The switch is worth it if you're ready to move from "knowing you're invisible" to actually fixing it -- but not if you just want prettier charts
- Price matters: Otterly starts at $29/month, Peec.ai at ~€89/month, Profound at $499/month, and Promptwatch at $99/month -- the value equation depends entirely on what you do with the data
If you spent any time in GEO forums or Slack groups in 2025, you saw a pattern: teams starting on Otterly.AI or Peec.ai, getting hooked on the data, then hitting a wall. The dashboards showed them they were invisible in ChatGPT and Perplexity. What they didn't show was what to do about it.
That frustration drove a wave of platform switches -- mostly toward Profound or Promptwatch. This guide is for anyone considering that same move, or trying to figure out whether the switch was actually worth the cost and migration headache.
I'll be honest about what each platform does well and where it falls short. No platform is perfect, and the right choice depends on what stage you're at.
What Otterly.AI and Peec.ai actually do well
Before getting into why people leave, it's worth being fair about why they signed up in the first place.
Otterly.AI is genuinely good at what it promises: affordable, low-friction AI visibility monitoring. At $29/month for an entry tier, it's the easiest way to start tracking whether your brand appears in ChatGPT, Perplexity, and a handful of other models. The interface is clean, setup takes minutes, and for a small team that just wants to know "are we showing up?", it does the job.
Peec.ai sits a step above in sophistication. Starting around €89/month (with a more capable tier at €400/month), it adds competitive gap analysis -- you can see where rivals are getting cited and you're not. The multi-language support is genuinely useful for European brands. And the UI is polished enough that non-technical stakeholders can understand the reports without a lot of hand-holding.
Both tools share the same fundamental limitation: they're monitoring dashboards. They tell you your visibility score. They show you which prompts competitors are winning. Then they stop. What you do with that information is entirely your problem.
For teams with a dedicated content team, a clear editorial process, and the bandwidth to translate monitoring data into published articles -- that's fine. The data is useful. But most teams don't have that. They have one or two people wearing multiple hats, and "here's a gap, go fix it" isn't a workflow, it's homework.
Why people switch: the monitoring ceiling
The most common complaint I've seen from teams who left Otterly or Peec isn't that the data was wrong. It's that the data was right, and nothing happened.
You can know exactly which prompts your competitors are winning. You can see that ChatGPT recommends three rivals when someone asks about your category. You can track your visibility score week over week and watch it stay flat. None of that translates into citations unless someone actually creates the content that AI models want to cite.
That's the monitoring ceiling. You hit it when the dashboard stops being informative and starts being depressing.
The switch to Profound or Promptwatch is usually motivated by one of three things:
- You want deeper data (more models, more prompts, better accuracy)
- You want help figuring out what content to create
- You want a tool that actually helps you create it
Profound addresses the first two reasonably well. Promptwatch addresses all three.
Profound: better data, same execution gap
Profound is the most analytically rigorous platform in this comparison. At $499/month, it delivers enterprise-grade depth: detailed dashboards, high accuracy across multiple AI models, and solid competitive benchmarking. If you're presenting AI visibility data to a board or a large marketing team, Profound's reports look authoritative and hold up to scrutiny.
The gap analysis is more detailed than Peec.ai's. You get a clearer picture of which specific prompts you're missing, which competitors are winning them, and what the potential visibility gain looks like if you close those gaps.
What Profound doesn't do is help you close them. The platform is explicit about this -- it's an analytics tool, not a content tool. You get the diagnosis. Treatment is on you.
For teams with the resources to act on that diagnosis, Profound is genuinely excellent. For everyone else, you're paying $499/month for a very detailed picture of a problem you still can't solve.
One other thing worth noting: Profound's pricing puts it out of reach for smaller teams and most agencies working with multiple clients. The jump from Peec.ai's €89/month to Profound's $499/month is significant, and the value has to come from what you do with the data.
Promptwatch: the full loop
Promptwatch takes a different approach. Where Profound stops at analysis, Promptwatch continues into execution.
The core workflow is three steps. First, Answer Gap Analysis shows you exactly which prompts competitors are visible for and you're not -- not just categories, but the specific questions and topics where AI models want answers they can't find on your site. Second, a built-in AI writing agent generates content grounded in real citation data: articles, listicles, comparisons, structured to get cited by ChatGPT, Claude, Perplexity, and others. Third, page-level tracking shows whether that content is actually getting cited, by which models, and how often.
That loop -- find gaps, create content, track results -- is what separates it from every other tool in this comparison. Otterly and Peec stop at step one. Profound stops at step one with better charts. Promptwatch runs all three.
A few specific capabilities worth mentioning for anyone doing the comparison seriously:
The AI Crawler Logs feature shows you in real time which AI crawlers (ChatGPT, Claude, Perplexity) are hitting your site, which pages they're reading, and what errors they're encountering. Most competitors don't have this at all. It's the difference between knowing you're not being cited and knowing why you're not being cited.
Prompt Intelligence gives you volume estimates and difficulty scores for each prompt, plus query fan-outs that show how one prompt branches into sub-queries. That means you can prioritize high-value, winnable prompts instead of guessing.
Reddit and YouTube tracking surfaces discussions that directly influence AI recommendations -- a channel that Otterly, Peec, and Profound all ignore. Given how much AI models pull from Reddit threads, this is a meaningful gap in the competition.
ChatGPT Shopping tracking monitors when your brand appears in ChatGPT's product recommendations and shopping carousels. For e-commerce brands, this is increasingly important.
Pricing starts at $99/month (Essential: 1 site, 50 prompts, 5 articles), $249/month (Professional: 2 sites, 150 prompts, 15 articles, crawler logs), and $579/month (Business: 5 sites, 350 prompts, 30 articles). There's a free trial, and annual billing reduces the cost further.
Side-by-side comparison
| Feature | Otterly.AI | Peec.ai | Profound | Promptwatch |
|---|---|---|---|---|
| Starting price | $29/mo | ~€89/mo | $499/mo | $99/mo |
| AI models tracked | Limited | Multiple | Multiple | 10+ (ChatGPT, Claude, Gemini, Perplexity, Grok, DeepSeek, Copilot, Mistral, Meta AI, Google AI Overviews) |
| Competitive gap analysis | Basic | Yes | Yes | Yes |
| Content generation | No | No | No | Yes (built-in AI writing agent) |
| AI crawler logs | No | No | No | Yes |
| Prompt volume/difficulty scoring | No | No | Limited | Yes |
| Reddit/YouTube tracking | No | No | No | Yes |
| ChatGPT Shopping tracking | No | No | No | Yes |
| Traffic attribution | No | No | No | Yes (code snippet, GSC, server logs) |
| Multi-language/region | Limited | Yes | Yes | Yes |
| Free trial | Yes | Yes | No | Yes |
| Best for | Beginners | Mid-market | Enterprise analytics | Teams ready to act |
Was the switch worth it? Honest verdict
The answer depends on what you were hoping to get.
If you switched from Otterly to Profound expecting the data to magically translate into visibility gains, you probably found the same wall -- just with more detailed charts in front of it. The monitoring ceiling doesn't disappear just because the monitoring gets more sophisticated.
If you switched to Promptwatch, the answer is more likely yes -- but only if you actually used the content generation features. Teams that ran the full loop (gap analysis to content creation to tracking) saw their visibility scores move. Teams that used it as a monitoring dashboard got monitoring dashboard results.
The honest framing is this: switching platforms doesn't fix your AI visibility. Creating content that AI models want to cite does. The question is whether your platform helps you do that or just shows you that you haven't done it yet.
Who should stay on Otterly or Peec
Not everyone needs to switch. If you're in one of these situations, staying put probably makes sense:
You're early in the process and just need to understand the landscape. Otterly at $29/month is a low-risk way to start tracking AI visibility without committing to a larger platform.
You have a content team that can act on gap data independently. If your writers can take a list of missing prompts and turn them into published articles without needing a tool to hold their hand, Peec.ai's competitive analysis is genuinely useful.
You're primarily tracking one or two markets in Europe and need solid multi-language support. Peec.ai handles this well.
Who should switch to Promptwatch
The switch makes sense if:
You've been monitoring for a few months and your visibility scores haven't moved. That's the clearest signal that monitoring alone isn't enough.
You don't have a dedicated content team. The built-in writing agent isn't a replacement for good writers, but it gives you a starting point grounded in real citation data rather than generic SEO advice.
You want to understand why AI crawlers aren't picking up your content, not just that they aren't. The crawler logs are uniquely useful for diagnosing technical issues.
You're tracking multiple sites or managing clients. The Professional and Business tiers support multiple sites, and the agency/enterprise pricing is available for larger operations.
Who should switch to Profound
Profound makes sense if you're at an enterprise scale, have a dedicated analytics function, and need the most rigorous data available for internal reporting. If your primary use case is presenting AI visibility metrics to senior stakeholders who will scrutinize the methodology, Profound's depth is hard to match.
Just go in with clear eyes: you're buying an analytics tool, not an optimization tool. Budget separately for the content execution side.
The bottom line
The monitoring-only model made sense when AI search visibility was a new concept and teams just needed to understand what was happening. That phase is over. By 2026, most marketing teams understand that they're not showing up in ChatGPT. What they need is a path to fixing it.
Otterly and Peec served a real purpose. For teams that have outgrown them, the switch to Promptwatch is the most direct path to actually moving the needle -- not because the data is better (though it is), but because the platform doesn't stop at data.
If you're still deciding, both Otterly and Promptwatch offer free trials. Run them in parallel for a few weeks and see which one leaves you with something actionable at the end.