Already red-teaming with Promptfoo? PromptArena does the same job on whichever providers you choose.
Then check where the traffic goes. Promptfoo, now part of OpenAI and still MIT licensed, runs its simulated users and several multi-turn attacks on hosted inference by default. PromptArena is the open test harness under Omnia.
The simulated customers and the attacker trying to reroute a payment run on the model provider the bank already approved, against the agent’s real tools, inside the bank’s own boundary. The transcripts stay there, and the agent ships only if the suite passes. docs
By default, the simulated user runs on Promptfoo’s hosted conversation models. Several multi-turn attack strategies use remote inference in the community edition. their docs
Every simulated user runs where you say
Voice, as a phone call
Red-team results gate the release
Omnia runs the agent as well as the tests, so a passing suite starts the rollout. If live metrics drop, the version is rolled back and the production failure is added to the suite. docs enterprise
Promptfoo: A CI flag fails the build on test failures. Promptfoo doesn’t run agents, so what happens after the test is up to you. source
At a glance
| Topic | Omnia | Promptfoo, per its docs |
|---|---|---|
| Open source | yes PromptArena, Apache 2.0. docs | documented MIT. source |
| Red-team strategies | yes Adversarial callers probing for policy bypass, against real tools. docs | documented A broad library, including Crescendo and GOAT. source |
| Simulated users on your own provider | yes Always. docs | partly Hosted by default. source |
| Duplex voice testing | yes Barge-in, overlapping speech and dead air. docs | partly Text converted to audio. source |
| CI gate | yes Built into the release. docs | documented Fail the build on errors. source |
| Self-hosted server for production | yes Omnia, installed with Helm. docs | not documented Not recommended for production; no built-in SSO. source |
| Runs and rolls out the agent | yes Yes, with automatic rollback. docs | not documented Testing only. source |
Common questions
- Is Promptfoo still open source?
- Its README says it is now part of OpenAI and remains open source under the MIT licencelicense.
- Is PromptArena free?
- Yes. PromptArena is Apache 2.0 and installs with npm. The paid parts are Omnia’s enterprise features in production.
Put your own agent through the gate.
Install Omnia in your cluster and run it free while you build.
Promptfoo claims are from Promptfoo, now part of OpenAI’s published documentation, checked 22 October 2026. Spot something out of date? Tell us.