ChatGPT security testing

ChatGPT Security Testing for Apps and Custom Workflows

ChatGPT security testing is not only about whether the model refuses unsafe text. It is about whether your application instructions, tools, and data handling stay intact under adversarial conversations.

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Where it fits

  • A ChatGPT-powered support bot can access account details or draft customer actions.
  • A custom GPT-like app uses hidden instructions, files, or tool calls.
  • A team is switching model versions and needs to retest prior attack cases.

Operational steps

  • Create a test profile for the ChatGPT app surface and allowed behavior.
  • Run attack cases for instruction override, hidden prompt extraction, tool coercion, and data leakage.
  • Compare results across model versions or providers when routing changes.
  • Use the report to adjust prompts, guardrails, authorization checks, and logging policy.

Common risks

  • The model refuses obvious attacks but leaks instructions through translation or summarization prompts.
  • Tool calls trust model output without server-side authorization.
  • A file or web page supplies malicious instructions that outrank the intended policy.

How PromptGuard Scan fits the workflow

PromptGuard Scan supports ChatGPT security testing as part of a broader LLM security workflow, with model-agnostic scan packs and CI-friendly evidence.

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

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.