Your agents are working.
Now see how well.
You've deployed AI agents across engineering, support, and operations. Thought Needle captures their real trajectories so you can measure what's working, fix what isn't, and train environments that make them better at your work.
Book an introThree ways in.
See what agents actually do
Every run, captured as a structured trajectory. Where agents succeed, where they stall, which tools they lean on, and where a human always has to step in.
Custom RL environments
We turn your real workflows into training environments — so agents can improve against your tasks, your tools, and your definition of "done," not a generic benchmark.
Analytics that drive decisions
Where is AI saving real time? Which teams are pulling ahead? Analytics built on trajectories, so the numbers reflect behavior instead of self-reported guesses.
Outcomes tell you what.
Trajectories tell you why.
A pass/fail rate can't tell you that your agent burns three tool calls recovering from the same mistake, or that one team's prompting patterns are quietly twice as effective. The path holds that information. We help you read it.
- Built on Harnest — PII stripped client-side, so this is safe to run on real work
- You retain ownership of your trajectories and derived environments
- Works alongside the agents and tools you already run
- Start with visibility; grow into environments and analytics
Let's look at your
agents together.
We work hands-on with a small set of enterprise teams. Tell us what your agents are doing today.
hello@thoughtneedle.com