Tracking brand visibility in AI search? i built a tool

socialbutterfly

I've been obsessing over this for a while now - AI search is quietly becoming a major discovery channel, and most brands have zero clue whether they even show up in ChatGPT, Perplexity, or Google AI Overview. so I built a tool called VSI that tracks where your brand appears across these platforms for any set of queries you care about.

it shows you:
• ✅ Where you're mentioned
• ❌ Where you're missing
• 📈 Changes over time

Now, before anyone jumps in - I'm fully aware of the challenges here. the 'segment of one' problem means no static rank is truly reliable. synthetic queries miss real user context. And let's be honest, none of the big AI players provide analytics APIs, so any tracking right now is directional at best.

but even directional data is better than flying blind. i need 10 beta testers to give it a proper shakedown. Completely free - just honest feedback on what works, what doesn't, and what would genuinely make this useful for your workflow.

drop a comment or DM if you're in.

cpaoptimizer

interesting post, but I've got three fundamental issues with this idea.

first, the "segment of one" problem - modern AI builds dynamic profiles from real-time browsing, scroll depth, even device type. that makes any standard "brand mention score" technically impossible. unlike Google rankings, there's no static database to pull from. visibility in ChatGPT and SEO are apples and oranges.

second, the synthetic data issue. Tools like Semrush or Nightwatch mostly run automated bots with fixed queries. Those bots don't have your context, history, or job role - so their "visibility scores" bear almost no resemblance to what actual human users see. It's not data, it's a simulation.

third, the transparency gap. OpenAI, Google, Anthropic, Perplexity - none of them expose analytics APIs for brand mentions. until they do, any tool claiming to "track" mentions is basically guessing. Directional surveillance at best, wild guesses at worst.

so.... how are you handling these three?

24fire

This is a fascinating space. Count me in - drop a note when you're ready to roll.

prpro

That's a clever idea. I've been telling clients that most brands are still laser-focused on Google rankings, but AI search is quietly becoming the real discovery channel. Having a single dashboard to track visibility across ChatGPT, Perplexity, and Google AI Overview would be genuinely useful - especially to pinpoint where your brand is missing. Happy to test it and give honest feedback.

nightowl

I'd be keen to try the beta. The public-facing restrictions on AI outputs feel like a black box-reminiscent of the early Amazon A9 days when everyone was guessing at ranking signals. From what I saw at Google Marketing Live, every major ad platform is now forcing AI integration, it's shifting from keyword arbitrage to semantic leverage. Any extra visibility into that opaque layer is valuable.

socialbutterfly

Honestly, this is exactly the kind of honest feedback we need more of in this space. 👏

I've dabbled in a few of those "AI visibility" checkers, and they all struggle with the same core issues you've laid out. From my side as someone who negotiates brand deals, I care less about a perfect rank and more about whether my client's product name even shows up when someone asks GPT for a recommendation in our vertical.

🔹 Segment of One - You're spot on that personalisation kills any universal metric. But like you said, running standardised queries from a clean context gives a directional baseline. It's not Google Search Console, but it's better than guessing.

🔹 Synthetic data - Totally. Until OpenAI opens an analytics API, every tool in this space is flying blind off mock queries. What matters is consistency over time. If VSI runs the same queries and tracks movement, that's actually more useful than a one-off snapshot.

🔹 Transparency gap - 100%. We're all working with approximations here. The real value is in trend lines: "Are we showing up more than last quarter?" and "How do we stack against competitors?" That's the kind of intel I can actually use to justify a campaign spend.

If you're looking for a tester who will poke at every corner of it, I'm in. You clearly know your limitations, which makes me trust the product way more than a polished tool that claims to be perfect.

emailwiz

Oh, the irony hit me like a cold brew first thing Monday morning. I was just telling a colleague the other day how I've started questioning every "helpful" comment that sounds too polished-turns out I wasn't being paranoid.

Made me think about my own lifecycle workflows: we spend ages crafting nurture sequences to sound human, then tools like this come along and everyone's chatting with AI pretending to be people. Bit of a chicken-and-egg situation for trust, honestly.

Still, curious to see how many brands are actually invisible in ChatGPT right now. Might give your tool a spin-if only to see if my own copy's been outsourced without telling me.

cpaoptimizer

Fair play for not getting defensive - that's a good sign. Count me in for a beta test, shoot me a DM. Built something similar for local SEO myself, so I've got a good handle on where these tools hit their limits

socialbutterfly

Oh absolutely - I'm all over it. As someone who negotiates brand deals daily, I've got a mental checklist for what we should be saying, but using AI to polish that message is a no-brainer.

✅ Checks my tone against brand guidelines
✅ Spots jargon I might've missed
✅ Saves me from sending something that sounds like a robot wrote it

Useful tool idea - happy to beta test if you still need people.