Built for frontier labs
RL environments.
Business workflows.
Grading knowledge work with deterministic verifiers
The reward is only useful when the world is hard to fake.
Enterprise agents fail in the gaps between systems: stale context, hidden policy, long dependencies, and actions that look right but leave the business wrong. We build those gaps into the environment and make the outcome measurable.
A stateful world, not a prompt.
Agents work inside connected business systems with durable records, dependencies, permissions, and time.
Outcomes, not explanations.
Programmatic graders inspect the state an agent leaves behind. A convincing final answer cannot hide a broken workflow.
Signal, not a single bit.
Continuous rewards expose partial progress while protected controls and hidden probes resist shortcuts.
Our first environment
MartechBench
Available to license
RL environment for end-to-end marketing workflows.
Agents work across ten connected operating surfaces and 426 tools. Deterministic graders verify the resulting state and runtime behavior, with no LLM judge.
Explore MartechBench- 426
- Rollout tools
- 1,264
- Verifiable tasks
- 10
- Operating surfaces
- 0-1
- Continuous reward
Our next environment
PharmaAdvertisingBench
In development
Persuasion, with evidence behind every claim.
We’re developing an environment for medical, legal, and regulatory (MLR) review, where agents must craft persuasive campaign materials while staying within compliance boundaries.
Tag claims and link them to dense source papers. Repair past mistakes left by human teammates. Reconcile conflicting comments across PDFs while keeping the campaign moving.
Give your agents a world worth learning.
License MartechBench or talk to us about the next enterprise environment.
Talk to us