Find LLM Security Gaps Before Attackers Do

Paste your endpoint URL to check readiness in minutes. Then run OWASP-aligned attacks and get a clear report your team can fix against.

Must contain {{PROMPT}}

Response Mode

Dot path to the model output field (example: data.response)

What BastionLLM does

BastionLLM checks your LLM endpoint for real attack paths, including jailbreaks, prompt injections, and data leak patterns.

You provide the endpoint details once. We run OWASP-aligned tests and return results your team can triage, fix, and verify.

Why this matters

Why this matters:

  • Attackers can steer model behavior with plain text in user input, docs, or tool output.
  • Prompt injection can override rules, and jailbreaks can bypass refusal and safety logic.
  • Prompt leak attempts can expose hidden instructions, business logic, and internal context.
  • One-time pre-launch tests are not enough after model, prompt, or integration changes.
  • Repeatable OWASP-aligned scans catch regressions before they reach production users.

Here's how it works

Here's how it works:

  1. Connect your real endpoint with request schema, headers, and response parsing paths.
  2. We send controlled adversarial prompts across prompt injection, jailbreak, and leak tests.
  3. We score each payload and show raw outputs so engineers can reproduce each failure.
  4. Run scheduled scans to detect regressions as prompts, models, and integrations evolve.

What you get

Blog

New from the BastionLLM blog

Deep dives on prompt injection, jailbreaks, and practical testing workflows for production LLM systems.

View all articles

Featured article

5 Prompt Injection Attacks Your LLM Endpoint Isn't Ready For in 2026

Five high-success attack patterns that still bypass production defenses, plus how to test your endpoint before attackers do.

Frequently Asked Questions

What is prompt injection?

Prompt injection is when attacker-controlled text makes a model ignore your rules. It can trigger unsafe answers, expose hidden prompts, or alter downstream actions.

What do I need before running a scan?

You need an endpoint URL, a payload schema with {{PROMPT}}, and the response field path. Add any auth headers your endpoint requires.

Which risks can BastionLLM test today?

BastionLLM tests prompt injection, jailbreak behavior, and system prompt leaks. These checks map to key OWASP LLM Top 10 risks, including LLM01.

Can I test staging or internal pre-production environments?

Yes. If the endpoint is reachable from BastionLLM and you are authorized, you can test staging or pre-production safely before release.

Is one scan enough?

Usually no. Model behavior changes after prompt edits, model upgrades, and integration updates, so repeated scans catch regressions early.