Part of IOanyT’s engineering capability. Most clients reach this team through a Workflow Diagnostic or Proof Sprint. How we work
Find AI Security Vulnerabilities Before Your Users Do
Specialized security review for AI features, LLM integrations, and AI-generated code. Testing against the OWASP LLM Top 10 framework.
ISO/IEC 42001 certified for AI management, with ISO/IEC 27001 and ISO 9001.
Tests run in a test environment you provide; production is tested only with your written agreement. Selling AI into the EU? See the EU AI Act readiness assessment.
IOanyT Innovations offers specialized AI Security Assessment services focused on the OWASP LLM Top 10 framework. The service covers the 2025 edition: prompt injection, sensitive information disclosure, supply chain, data and model poisoning, improper output handling, excessive agency, system prompt leakage, vector and embedding weaknesses, misinformation, and unbounded consumption. Available in three tiers: Focused Review (1-2 weeks), Full Audit (2-3 weeks), and Ongoing Monitoring (retainer), each at a fixed price agreed at scoping. Every finding includes severity rating, proof-of-concept, remediation steps, and verification tests. IOanyT is certified to ISO/IEC 42001 for AI management, with ISO/IEC 27001 and ISO 9001.
AI Features Have Attack Surfaces That Traditional Security Audits Miss
Traditional security audits test for SQL injection, XSS, and CSRF. But AI features introduce entirely new attack vectors:
- Prompt injection that bypasses your safety guardrails
- Data exfiltration through carefully crafted user inputs
- Improper output handling that exposes internal system details
- Excessive agency where AI agents take actions beyond their intended scope
- Data and model poisoning that corrupts model behavior over time
These vulnerabilities don't show up in standard penetration tests. They require specialized testing that understands how LLMs process and respond to inputs.
AI-Specific Security Testing, Not Generic Pentesting
We don't run a standard penetration test and call it AI security. Our assessment is built specifically around the OWASP LLM Top 10 framework — the industry standard for AI application security.
Every finding includes:
What We Test — OWASP LLM Top 10
The 2025 edition of the OWASP Top 10 for LLM Applications
Prompt Injection
Direct and indirect injection attacks that bypass system prompts
e.g., User input that makes the AI ignore its instructions
Sensitive Information Disclosure
AI revealing personal data, credentials or confidential business data
e.g., Prompts that pull another customer's records into a reply
Supply Chain
Third-party models, datasets, plugins and libraries
e.g., Compromised model weights or insecure API integrations
Data and Model Poisoning
Tampering with fine-tuning or RAG data pipelines
e.g., Malicious documents in a knowledge base that alter AI behavior
Improper Output Handling
AI outputs passed to other systems without validation
e.g., AI response containing JavaScript that executes in the browser
Excessive Agency
AI agents with more permissions or autonomy than the task needs
e.g., Chatbot that can modify database records
System Prompt Leakage
Secrets or rules exposed through the system prompt
e.g., A user coaxing out the instructions, keys or limits the prompt contains
Vector and Embedding Weaknesses
Access control and data leaks in RAG retrieval
e.g., Search results that surface documents the user may not see
Misinformation
Confident, wrong output that people or systems act on
e.g., Auto-executing AI-generated code or advice without review
Unbounded Consumption
Inputs that drive runaway cost or resource use
e.g., Recursive prompts that spike API costs
Our Process
Scope Definition
Day 1Identify AI features, LLM integrations, and data flows to test.
Threat Modeling
Day 2-3Map attack surfaces specific to your AI implementation.
Automated Scanning
Day 3-5Run AI-specific security scanners against your application.
Manual Red-Teaming
Day 5-10Hands-on testing by security engineers who understand LLM behavior.
Report & Remediation
IncludedScored report with proof-of-concept exploits and specific fix guidance.
Verification (Optional)
1-2 daysRe-test after fixes to confirm vulnerabilities are resolved.
Scope Options
Each scope is a fixed price, agreed at scoping.
Focused Review
Single AI feature or LLM integration (chatbot, RAG pipeline, or AI agent).
Full Audit
All AI features + AI-generated code across entire application.
Ongoing Monitoring
Quarterly re-assessment + continuous threat intelligence for AI features.
Why Not a Standard Penetration Test?
| Factor | Standard Pentest | IOanyT AI Security |
|---|---|---|
| Scope | OWASP Web Top 10 | OWASP LLM Top 10 + Web Top 10 |
| Prompt injection | Not tested | Full direct + indirect testing |
| Data exfiltration via AI | Not tested | Tested across all AI interfaces |
| AI output sanitization | Not tested | Verified for XSS, code injection |
| Agent permissions | Not tested | Tested for excessive agency |
| AI threat model | Generic | Built for your AI implementation |
Who This Is For
AI Chatbot Deployments
Customer-facing AI chat that needs security validation before launch or scaling.
RAG Pipeline Security
Knowledge-based AI systems where data leakage or poisoning is a concern.
AI Agent Systems
Autonomous AI agents that take actions (API calls, database writes, tool use) needing permission boundary testing.
Frequently Asked Questions
Do you need access to our AI models?
Can you test AI features built with any LLM provider?
What do we get at the end?
How is this different from AI Code Rescue?
Do you offer remediation?
Getting Started
Describe your AI features
What they do, which LLM provider, user-facing or internal
Receive scope proposal
Which OWASP categories apply, timeline, fixed price
Assessment begins
Minimal disruption to your team
Don't Wait for a Security Incident to Find Out What Your AI Can Expose.
AI features create new attack surfaces that traditional security audits miss. Let us find the vulnerabilities before your users do.
Prefer to start through Upwork, with escrow and milestone payments? Several of our fixed-scope engagements are available there. See them on Upwork