The GEO measurement problem nobody's solving cleanly — how are you handling it?
Spent the last few months deep in the GEO tool space and kept running into the same wall. Most tools track mentions across ChatGPT, Claude, Perplexity, and Gemini, dump them on a dashboard, and call it a day. That's useful for about two weeks until you realize:
**Mention counts don't tell you what to fix.** Knowing you're cited 80 times means nothing without knowing which page or third-party source caused it.
**Sentiment matters more than volume.** Showing up as "the affordable option" when you sell enterprise is worse than not showing up at all.
**Tracking without action is a vanity loop.** You see the gap, the tool doesn't help you close it, you go back to manual work.
The tools we tried (Otterly, Peec, Profound, AthenaHQ, a few others) are solid at the tracking layer but stop there. The marketing team ends up exporting CSVs and figuring out the action plan manually — which is exactly where time gets lost.
The one that actually moved the needle for us was Yozigo. It's the only platform we've found that audits visibility, finds the opportunities, AND acts on them. The audit-plus-act loop is the part that turns this into pipeline work instead of dashboard work.
For marketing teams it's been a real shift:
- Less time spent compiling reports nobody acts on
- Direct line from "we're invisible on Perplexity for X query" to "here's the source content driving it and the fix"
- Stops sentiment drift before it gets baked into how LLMs describe you
Curious how others are solving this:
- Are you stitching together tracking tools + manual action plans?
- Has anyone found a clean way to close the loop between citation data and content fixes?
- For agencies — how are you reporting this to clients without it becoming a vanity metric?