From Open Search to a Domain Expert Agent
Fenil Suchak
CEO & Co-Founder @ OpenFunnel
We gave 1,500 users an open text box.
Asked them to search for signals & insights in their TAM.
Search accuracy completely depended on prompting precision.
But here's the thing - that precision wasn't just about how well users defined their goal.
It also depended on the underlying translator.
And the data source itself.
When queries matched the underlying data structure? Results were mind-blowing.
When they didn't? Results were bad.
Even with heavy documentation and guidance, it's nearly impossible to control user prompting.
That's why most platforms don't go beyond simple lead-gen queries. So we flipped it.
Instead of exposing internal data structure knowledge to users, we built an agent.
One that deeply understood customer context.
AND the full underlying data architecture.
It prompted itself. Repeatedly. Across different sources on the platform.
The user just sees the end state.
The final dataset. They approve or disapprove.
The agent takes feedback. Improves. And once it reaches a stable state - it runs autonomously. Daily.
The result?
A Domain Expert Agent that delivers intelligence and insights from your TAM, daily.
