Summary
- Citation provenance tools track where and how your brand appears in AI-generated responses across ChatGPT, Perplexity, Claude, Gemini, and other LLMs
- The market splits into two camps: monitoring-only dashboards (Otterly.AI, Peec.ai) and action-oriented platforms (Promptwatch, Profound) that help you fix what's broken
- Promptwatch stands out with its Answer Gap Analysis, built-in AI content generator, and crawler logs -- it shows you what's missing, then helps you create content that gets cited
- Profound offers the broadest LLM coverage (11+ models) and enterprise-grade features but at a higher price point and without content generation capabilities
- Budget matters: Otterly.AI starts at $29/month for basic monitoring, Peec.ai at €89/month, Promptwatch at $99/month with optimization tools, and Profound at $99/month for monitoring-focused plans
Your brand got mentioned in a ChatGPT response yesterday. Or maybe it didn't, and your competitor did instead. You have no way of knowing which scenario played out. That's the citation provenance problem.
Traditional SEO tools track Google rankings. They don't tell you what Perplexity said about your product at 2am to a prospect in the middle of a buying decision. They don't flag when Claude starts citing a competitor's blog post instead of yours. And they definitely don't show you which pages AI crawlers are reading (or failing to read) on your website.
Citation provenance tools exist to close that gap. They monitor where your brand appears in AI-generated answers, which sources LLMs cite when they mention you, and how your visibility compares to competitors. Some tools stop there. Others go further and help you fix the gaps.
I've tested the leading platforms in this space. What follows is a direct comparison of the four tools that matter most in 2026: Promptwatch, Profound, Otterly.AI, and Peec.ai.
What citation provenance actually means
Citation provenance is the practice of tracking which sources an LLM cites when it generates an answer. When ChatGPT recommends a project management tool, it might cite a blog post from Asana, a Reddit thread, or a YouTube review. Those citations are provenance data.
For brands, this matters because citations drive trust and traffic. A single mention in a Perplexity answer can send hundreds of qualified visitors to your site. Repeated citations across multiple prompts build authority. And when an LLM cites your competitor instead of you, you lose both.
Citation provenance tools give you visibility into this process. They run prompts across multiple LLMs, capture the responses, and extract the citations. The best tools go beyond raw data and show you patterns: which pages get cited most often, which prompts you're invisible for, and where competitors are winning.
The monitoring vs optimization divide
The citation provenance market splits into two camps.
Monitoring-only tools show you data. They track brand mentions, citation counts, and visibility scores across LLMs. They generate reports. They send alerts when your visibility drops. But they don't help you fix the underlying problems. You're left staring at a dashboard that says "your competitor is winning" without any clear path to close the gap.
Otterly.AI and Peec.ai fall into this category. Both are solid monitoring platforms. Both give you visibility into AI search results. Neither one helps you create the content that will actually improve your citations.
Optimization platforms show you what's broken, then help you fix it. They identify content gaps, generate articles grounded in citation data, and track the results. The workflow is: find the prompts where you're invisible, create content that targets those prompts, publish it, and watch your visibility improve.
Promptwatch and Profound both position themselves as optimization platforms, but they approach the problem differently. Promptwatch builds the entire action loop into one product: gap analysis, content generation, and tracking. Profound focuses on monitoring with some optimization features but leaves content creation to you.
Profound
Promptwatch: The action loop platform
Promptwatch is the only citation provenance tool that closes the full optimization loop. It doesn't just show you where you're losing -- it helps you win.
The core workflow starts with Answer Gap Analysis. You enter your domain and a competitor's domain. Promptwatch shows you every prompt where the competitor gets cited but you don't. These are your visibility gaps. Each gap represents a specific topic, angle, or question that AI models want to answer but can't find the right content on your site.
Once you've identified the gaps, Promptwatch's AI writing agent generates content to fill them. This isn't generic SEO filler. The agent analyzes 880M+ citations to understand what AI models actually cite, then writes articles, listicles, and comparisons designed to rank in AI search. You can customize the output with persona targeting, competitor analysis, and specific prompt volumes.
After you publish, Promptwatch tracks the results. Page-level tracking shows which pages are getting cited, how often, and by which models. You can connect traffic attribution (via code snippet, Google Search Console integration, or server log analysis) to see how AI visibility translates to actual revenue.
The platform also includes AI Crawler Logs -- real-time logs of ChatGPT, Claude, Perplexity, and other AI crawlers hitting your website. You see which pages they read, errors they encounter, and how often they return. Most competitors don't offer this at all.
Promptwatch monitors 10 AI models: ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Claude, Gemini, Meta/Llama, DeepSeek, Grok, Mistral, and Copilot. Pricing starts at $99/month for the Essential plan (1 site, 50 prompts, 5 AI-generated articles). The Professional plan ($249/month) adds crawler logs, state/city tracking, and 150 prompts. Business plan ($579/month) includes 5 sites and 350 prompts.
Profound: Enterprise monitoring at scale
Profound is the enterprise standard for citation provenance monitoring. It tracks 11+ AI models (the broadest coverage in the market), offers white-glove support, and delivers robust competitive benchmarking. If your goal is to monitor brand mentions across every major LLM and generate detailed reports for stakeholders, Profound is the safest bet.
The platform excels at prompt ideation. You can generate relevant prompts based on your industry, competitors, and target audience. Profound also includes sentiment analysis, citation tracking, and competitor heatmaps that show who's winning for each prompt.
Where Profound falls short is optimization. It doesn't include a content generation engine. You can see the gaps, but you're on your own to fill them. The platform positions itself as a "read/write AI model" but the "write" side is limited to recommendations and insights, not actual content creation.
Profound's pricing starts at $99/month for basic monitoring. Enterprise plans with advanced features and higher prompt volumes require custom pricing. The platform is a strong choice for large brands that already have content teams in place and just need visibility data. For smaller teams that need help creating content, the lack of a built-in writing agent is a gap.
Otterly.AI
Otterly.AI: Budget-friendly monitoring
Otterly.AI is the most affordable entry point into citation provenance tracking. At $29/month, it gives you basic monitoring across ChatGPT, Perplexity, and Google AI Overviews. You can track brand mentions, run automated prompt tests, and generate GEO audits.
The platform is simple. You add your prompts, Otterly.AI runs them across the supported LLMs, and you get a dashboard showing where you appear. It's a good fit for small teams or solo marketers who want to dip their toes into AI visibility tracking without committing to a larger platform.
The tradeoff is feature depth. Otterly.AI doesn't include crawler logs, traffic attribution, or content generation. It doesn't track as many LLMs as Promptwatch or Profound. And the prompt volume limits are tight -- you'll hit the ceiling quickly if you're monitoring a competitive category.
For teams that just want to know "are we showing up in AI search?" Otterly.AI delivers. For teams that want to improve their visibility, you'll need to layer in other tools.
Peec.ai: Simple dashboards with smart suggestions
Peec.ai positions itself as a conversational AI visibility tool. It tracks brand mentions across ChatGPT, Perplexity, and Claude, then surfaces insights and recommendations in a clean dashboard. The platform is designed for SaaS, B2B, and ecommerce brands that want a straightforward monitoring experience.
Peec.ai's strength is simplicity. The interface is intuitive. The competitor benchmarks are easy to read. And the platform includes some smart suggestions for improving visibility (though it doesn't generate content for you).
Pricing starts at €89/month, which puts it in the middle of the pack. You get more features than Otterly.AI but fewer than Promptwatch or Profound. The platform is a solid choice for teams that want monitoring plus light optimization guidance but don't need a full content generation engine.
One notable gap: Peec.ai doesn't include crawler logs or traffic attribution. You can see where you're cited, but you can't see how AI crawlers are interacting with your site or connect visibility to revenue.
Feature comparison: What each tool actually does
| Feature | Promptwatch | Profound | Otterly.AI | Peec.ai |
|---|---|---|---|---|
| LLM coverage | 10 models | 11+ models | 3 models | 3 models |
| Answer Gap Analysis | Yes | Limited | No | No |
| AI content generation | Yes (built-in) | No | No | No |
| Crawler logs | Yes | No | No | No |
| Traffic attribution | Yes | No | No | No |
| Citation tracking | Yes | Yes | Yes | Yes |
| Competitor benchmarks | Yes | Yes | Yes | Yes |
| Prompt volume estimates | Yes | Limited | No | No |
| Reddit/YouTube insights | Yes | No | No | No |
| ChatGPT Shopping tracking | Yes | No | No | No |
| Starting price | $99/mo | $99/mo | $29/mo | €89/mo |
| Best for | Teams that want to optimize | Enterprise monitoring | Budget-conscious monitoring | Simple dashboards |
When to use each tool
Use Promptwatch if:
- You want to close the full optimization loop (find gaps, create content, track results)
- You need AI crawler logs to understand how LLMs are reading your site
- You want traffic attribution to connect AI visibility to revenue
- You're willing to pay for a platform that does more than just monitor
Use Profound if:
- You're an enterprise brand that needs the broadest LLM coverage
- You have an existing content team and just need visibility data
- You want white-glove support and robust competitive benchmarking
- Budget isn't a constraint
Use Otterly.AI if:
- You're just starting with AI visibility tracking and want a low-cost entry point
- You only need basic monitoring across a few LLMs
- You're comfortable layering in other tools for optimization
Use Peec.ai if:
- You want a clean, simple dashboard with light optimization guidance
- You're a SaaS or B2B brand that doesn't need enterprise-scale features
- You prefer a middle-ground option between budget and premium platforms
The real question: Do you just want to see the data, or do you want to fix it?
Most citation provenance tools show you the problem. Promptwatch helps you solve it. That's the core difference.
If your goal is to monitor brand mentions and generate reports, Profound or Peec.ai will get you there. If your goal is to improve your AI visibility -- to actually rank higher in ChatGPT, Perplexity, and Claude -- you need a platform that helps you create the content AI models want to cite.
Promptwatch is the only tool in this comparison that closes that loop. Answer Gap Analysis shows you what's missing. The AI writing agent creates content to fill the gaps. Crawler logs show you how AI models are reading your site. Traffic attribution connects visibility to revenue. It's the full stack.
For teams that want to win in AI search, not just track it, that's the platform to use.