The key question for me: Does it produce real insights or just dashboards?

It produces real insights.

Visby does not just show if you appear in AI systems like ChatGPT or Claude, it shows why — and what is missing.

What works well:

Clear tasks instead of abstract metrics
Kanban workflow that turns insights into action
Verification layer to confirm if fixes actually worked
Competitor insights based on real pages, not assumptions
Setup in under 30 minutes without technical friction

What is missing:

Re-scan for domains after changes
Manual prompt validation for freshness checks

Bottom line:
The tool does not replace thinking. But it removes guesswork.

With AI-driven discovery growing fast, this is not optional anymore.

I do not recommend tools lightly.
But if you want to understand why your brand is not showing up yet, this is a solid starting point.