LLM Security Risks Are Application Security Risks
Developers are embedding LLM capabilities directly into applications faster than security teams can track them. These aren’t bolt-on features—they’re deeply integrated into application logic that only runtime testing can detect. You don’t need a separate tool to manage; you need LLM test coverage built into your existing AppSec workflow.
Runtime Testing Finds Real LLM Risks
You can’t find prompt injection by reading source code—you need to test how applications behave when attackers manipulate prompts and whether proper validation exists. StackHawk tests the actual runtime behavior of your application in your pre-production environment.
Native Integration, Not Another Tool
LLM security testing runs alongside your existing StackHawk scans in CI/CD. Findings are surfaced directly to developers with the same context and remediation guidance they expect—no separate platform to manage.Developer Education While Code Is Fresh
When developers see prompt injection findings with working proof-of-concept exploits, they learn to build secure LLM integrations from the start. You’re not just catching vulnerabilities—you’re future-proofing your AppSec program.Five Critical OWASP LLM Top 10 Vulnerabilities Detected
LLM01: Prompt Injection
Detects when attackers can manipulate prompts to override system instructions, bypass safety controls, or extract other customers’ data through crafted inputs.
LLM02: Sensitive Data Disclosure
Identifies when LLMs leak customer PII, API keys, internal system details, or proprietary business logic through responses to carefully constructed prompts.
LLM05: Improper Output Handling
Catches vulnerabilities where unvalidated LLM outputs get used in SQL queries, system commands, or API calls—turning the LLM into an injection attack vector.LLM07: System Prompt Leakage
Finds when attackers can extract system instructions, hidden prompts, or internal configuration, providing a roadmap for sophisticated attacks.
LLM10: Unbound Consumption
Detects missing rate limits or resource controls that allow attackers to rack up API costs or create denial-of-service conditions.Learn More About LLM Security Risks
Explore the complete OWASP LLM Top 10 and learn why these risks require a different approach than traditional AppSec testing.
Start Testing for LLM Risks Today
See how StackHawk enables security teams to stay ahead of AI-accelerated development with comprehensive LLM vulnerability testing built into developer workflows.
