Launch HN: Agnost AI (YC S26) – Extract user feedback from agent conversations
Agnost AI is a new startup tool designed to analyze production conversations between users and AI agents to identify failures and friction points. It automatically generates pull requests to help development teams improve their agent performance.
Why it matters
As businesses scale AI agents, automated observability and feedback loops are becoming critical for maintaining product quality and user satisfaction.
Agnost AI continuously analyzes production conversations, finds where users get stuck, frustrated, or fail to convert, and turns the highest-impact patterns into reviewed fixes for your agent.
Agnost finds the missed failures in real conversations and turns them into fixes your team can review.
“ In collaboration with Agnost AI, we have integrated comprehensive observability features into MCP Toolbox for Databases. ”
“ Agnost AI is very useful in tracking analytics and error rates. ”
“ Our Voice BDRs got meaningfully better at booking meetings once Agnost AI surfaced the patterns behind the conversations that actually converted. ”
“ Agnost AI showed me users were asking for features we don't even have. I had no idea. All that feedback was just sitting inside conversations we already had. ”
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