Company
Make consequential agents reproducible.
Today, when an AI agent makes a costly mistake, teams often cannot reproduce the execution that caused it. The model sampled, the documents changed, the world moved on — and the failure became unexplainable.
Ontral exists to make important executions replayable, explainable, testable, and monitorable.
Our category
Agent execution infrastructure
Our wedge
Exact replay
Our expansion
debugging → counterfactual testing → regression CI → drift monitoring → execution assurance
Principles
01
Precision over spectacle
02
Evidence over guesses
03
Fail closed
04
Capture the historical universe
05
Never confuse observability with replay
06
Never quietly claim exactness
07
Keep integration small
08
Turn incidents into permanent tests
What Ontral will not become
Focus is the strategy. The wedge is exact replay; everything we build compounds on the capsule. We will not drift into:
- another agent framework
- another prompt-management tool
- another generic LLM observability dashboard
- a marketplace of agents
- a custom-agent consulting company
- a giant governance suite
- a model-training platform
Talk to the people building it.
Ontral is early, deliberate, and built in close contact with the teams who run consequential agents.