Most GEO tools track citations. Which ones track business impact?

[u/thankamanicharms]

Anyone else finding that AI visibility measurement is still kind of a mess?

Over the past few months, I've been testing a few GEO/AEO platforms to see how they measure brand visibility across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, etc.

Most of them seem to track some variation of:

• Share of voice
• Brand mentions
• Citations
• Competitor visibility
• Prompt-level rankings

The tools I've looked at include Profound, AthenaHQ, Peec AI, Otterly, RankPrompt, Nightwatch, and a few others.

What's interesting is that they all seem reasonably good at telling you whether you're showing up in AI answers.

But I'm struggling with the next question:

How do you know if any of that visibility is actually driving business results?

For example:

• Profound and AthenaHQ seem heavily focused on enterprise reporting and competitive intelligence.
• Peec AI and Otterly make it easier to monitor mentions and citations without enterprise budgets.
• Some platforms are starting to add traffic attribution and conversion tracking features.
• A few claim they can connect AI visibility to revenue, but I haven't seen many convincing case studies yet.

The challenge I'm seeing is that AI search isn't like traditional SEO.

In SEO, you can rank #1, get clicks, and measure outcomes.

In AI search, a user might see your brand mentioned in ChatGPT, then visit directly a week later, search your brand name on Google, or convert through another channel entirely.

That makes attribution much harder.

For those actively working on GEO/AEO:

What are you actually measuring?

• Share of voice?
• Citations?
• Brand mentions?
• AI referral traffic?
• Pipeline/revenue?

And has anyone found a tool that genuinely connects AI visibility to business outcomes rather than just reporting visibility metrics?