Cursor for AI agents.
BenchLabs helps teams build, evaluate, and improve AI agents before changes reach production.
Prefer email?
Private beta. Select teams only.
Why now
AI agents are becoming real software systems. They call tools, use data, coordinate steps, and make decisions. But the way teams build, evaluate, and improve them is still early.
What we believe
A few principles.
Agents need a development environment, not just logs.
Teams should compare behavior before shipping changes.
The best agent is not always the one using the strongest model.
Who it's for
Builders shipping agents.
AI engineering teams
Product teams building agent workflows
Companies deploying internal or customer-facing agents
Teams comparing models, prompts, tools, or architectures
Private beta
Request access
We are working with a small number of teams building serious agentic systems. If you are actively building or deploying AI agents, tell us who you are below.