60 users in, I'm rebuilding our AI visibility platform. What would you want in it?

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Hi everyone 👋

I'm Sarah, founder of Operato AI. We track how brands show up in ChatGPT, Claude, Gemini, Perplexity and Google's AI answers: whether they're mentioned, recommended, and which sources the assistants rely on.


We soft launched 4 weeks ago and have around 60 users on the platform today, and their feedback is pushing me to rebuild the interface. Before I go further, I'd love input from people who care about this.

Three questions:

1. What would you want to see in an AI visibility platform? Your score, the actual AI answers, which competitors get recommended instead of you, what to fix first, something else?
2. How often would you want such a tool to check the AI Assistants about your brand? Daily, weekly?

3. How much would you pay for it per month, and what would make it worth that price?

Every answer gets read, and I'll share what I learn in this thread.

If you're curious, you can check your own brand for free here:

Thank you!

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