Break your agent before attackers do.
Enoki automatically attacks your agent to find security and safety vulnerabilities, shows you exactly how it was exploited and verifies your fixes.
- 1000+
- issues found
- 30k+
- agent conversations
- 80+
- security & safety classes
Backed by
Teams shipping agents with Enoki
The problem
Your agent works, but can an attacker break it?
Traditional pentests stop at the API. Enoki tests what an attacker can make your agent do.
How it works
Enoki attacks your agent, finds vulnerabilities,and automatically verifies your fixes on every release.
Connect
Enter your agent’s endpoint in the Enoki platform. No code changes, no SDK, no installation.
Attack
Enoki learns what your agent can do and generates attacks specifically for it, not a generic checklist.
Find
Get reproducible vulnerabilities with the exact attack, response, severity and mapping to OWASP and MITRE ATLAS.
Verify
Once you have fixed the issue, Enoki automatically re-runs the attack on every release to make sure the fix still holds.
Where it runs
The same 4 steps, wherever you work.
Start a run in the Enoki platform, from your coding agent over MCP, or from your CI pipeline over the API.
After the fix
Your fix is verified when the attack stops working.
- Returned another tenant's record on an authenticated requestSeverity: CriticalStatus: Regressed
- Ran an admin-only action on behalf of a standard userSeverity: HighStatus: Verified
- Posted a financial credit outside the requester's authoritySeverity: HighStatus: Open
Fixes are tested on every release.
When you fix a finding, Enoki re-runs the attack to verify it. Once verified, the same attack is automatically tested on every release. If we find the same vulnerability, the finding reopens.
Customers
Teams already run this against production.

Enoki attacks our AI agent the way a real adversary would, then hands us a list of what broke with the exact steps to reproduce it.

Currently we have built a flow where every time we do a production release, we trigger an Enoki run. This means that Enoki will test all use cases of our AI agent.
FAQ
Before you test your agent.
What is AI agent security testing?
AI agent security testing means attacking your own AI agent the way an adversary would, to find what it can be made to leak, bypass or misuse before someone else finds it. It covers more than the model, because an agent acts: it calls tools, reads data and holds permissions, and that is where the most damaging failures tend to hide. Enoki runs these attacks automatically and shows the exact attack behind every finding.
How is AI agent security testing different from a penetration test?
A traditional penetration test looks at the application around the agent: its network, its authentication and its code. It stops at the API. The agent adds an attack surface a pentest does not reach, because the agent itself can be talked into leaking its instructions, using a tool it should not, or revealing another user's data. Enoki tests that part, and you can run it on every release instead of once a year. The network, the authentication and the application around the agent still want a human tester.
What does Enoki test for?
Two things, tested separately. Security: whether an attacker can make your agent leak, bypass or misuse what it can access, through attacks such as prompt injection, jailbreaks, system prompt leaks, unauthorized tool use and data leakage. Safety: whether your agent produces harmful content, or advice it has no business giving, such as unqualified medical, legal or financial guidance. Findings map to the OWASP Top 10 for LLM Applications, the OWASP Agentic Top 10 and MITRE ATLAS.
How does Enoki connect to my agent?
Through your agent's endpoint. There are no code changes, no SDK and nothing to install. You start a run in the Enoki platform, from your coding agent over MCP, or from your CI pipeline over the API, and findings come back with the exact attack, your agent's response, a severity and the standards they map to.
Does Enoki block attacks in production?
No. Enoki is a testing platform, not a runtime guardrail. It attacks your agent to find what breaks, before you ship and on every release after that. A guardrail filters requests in production, which is a different job: it does not tell you whether your agent holds up under attack before launch.
How is Enoki different from open-source tools like garak or promptfoo?
They do a different job. Open-source probe libraries such as garak and PyRIT are free, test at the model level and leave the engineering to you, and promptfoo wires red teaming into CI. Enoki drives a tool-using agent end to end: it writes attacks for that specific agent, runs them over several turns and shows which tools fired. We benchmarked Enoki against four open-source tools on two deliberately weak agents whose vulnerabilities were written down before any tool ran, and the write-up says what the benchmark does not show.
How much does Enoki cost?
Your first assessment of one agent is free: a short first run, with no install and no code access. After that there are two plans, Standard and Enterprise, scoped to what you are testing, and both are priced on request. The pricing page lists what each includes.
Who makes Enoki?
Enoki is made by Enoki Labs, founded in 2026 in Gent, Belgium, and operated by EthicGate BV. The team page introduces the people building it. It is not affiliated with other companies or products named Enoki.
Your first assessment
Start with one agent.
The first few findings are on us.
No install, no code access, nothing to configure. Want a full assessment without limitations? Book an intro call.
Intro call with a founder
30 min
We look at your agent on the call. You leave knowing whether we can break it.
Straight to a founder's calendar.

