LLM penetration testing

LLM Penetration Testing Workflow

LLM penetration testing looks for practical ways an attacker can manipulate an AI application, not just whether a model can answer a prohibited prompt.

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Where it fits

A buyer requests evidence that the AI feature has been tested against prompt injection.
A product includes agent tools that can change data or trigger business workflows.
A regulated team needs a retestable process before approving AI features.

Operational steps

Define scope: models, prompts, tools, retrieval sources, memory, logging, and user roles.
Run adversarial tests across direct prompts, indirect content, multi-turn conversations, and tool outputs.
Document exploitability, impact, reproduction steps, and server-side control gaps.
Retest fixes and keep the test pack in CI so the issue does not return.

Common risks

The test stops at model behavior and misses app-level authorization failures.
Findings are not mapped to owners or release gates.
A fix is made in the prompt but not enforced in backend policy checks.

How PromptGuard Scan fits the workflow

PromptGuard Scan gives penetration testers and product security teams a repeatable harness, useful reports, and checkout-ready plans for ongoing LLM release testing.

Ready to test a real AI surface?

Pricing

Team annual is selected by default.

Annual billing is 50% off. All plans use NOWPayments checkout and keep the product page open.

Dev

For solo builders validating one product before launch.

$25/mo

$294 billed yearly. Save 50%.

5 apps500 scans

Prompt injection scans
Jailbreak template checks
PII and key leak detection
HTML risk report
Email support

Recommended

Team

For engineering teams shipping AI apps through pull requests.

$75/mo

$894 billed yearly. Save 50%.

20 appsUnlimited scans

Everything in Dev
GitHub Actions and GitLab CI gates
Multi-turn bypass testing
PDF export and CVSS scoring
Shared workspaces and API access

Enterprise

For platform teams, private deployments, and audit-heavy AI systems.

$250/mo

$2,994 billed yearly. Save 50%.

Unlimited appsUnlimited scans

Everything in Team
Private deployment path
Custom test packs
Compliance evidence exports
Priority security review support

Security playbooks

Practical guides for LLM app security decisions.

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