Chosen by teams that take attackers seriously
Inside the Novee Gym: Training, Benchmarking, and Controlling Offensive AI That Thinks Like an Attacker
Register NowInside the Novee Gym: Training, Benchmarking, and Controlling Offensive AI That Thinks Like an Attacker
Register NowMindgard secures your AI model well, but attackers rarely stop at the model – they move through every part of the application attack surface, where Mindgard doesn’t test and where real breaches actually happen.
Mindgard is strong at model-layer security, but testing the model in isolation means it never reaches the application around it – and doesn’t close the loop.
AI model layer only
Model-risk findings
Open loop
Undisclosed pricing
AI penetration testing is only as valuable as the risk it can actually reach. Model coverage matters, but so do the applications around it – and proof you can act on.
Covers what Mindgard can't
Validated findings
Tailored remediation
Context that compounds
Business-logic depth
Predictable pricing.
| Capability | Novee AI Pentesting | Mindgard |
|---|---|---|
| Approach | Builds a deep understanding of your application before testing. Maps roles, workflows, APIs, and business logic into an Asset Intelligence Model – so every test is grounded in how your application actually works, not just the model layer in isolation. |
Tests the AI model in isolation. No persistent model of how the application works, what roles exist, or how components relate. The whole application stays untested. |
| Depth | Finds high-impact business logic flaws, authorization gaps, and multi-step exploit chains. Reasons about how the application is supposed to work – not just what’s on a checklist. |
Tests model behavior – prompt injection, jailbreaks, model extraction, adversarial attacks. It doesn’t reason about application business logic, so authorization gaps and workflow abuse never get tested. |
| Scope | An Asset Intelligence Model (AIM) builds a living model of how your application is supposed to work – including API documentation, OpenAPI and Swagger specifications, natural language documentation, and source code (if provided). The system also crawls the application itself, opening multiple browser instances to interact with every discoverable endpoint and page. |
AI model and agent testing; no broad application coverage. |
| Context & Memory | Asset Intelligence Model compounds with every cycle. Coverage expands rather than resets – each run gets more targeted, covering roles, workflows, and business rules systematically. |
No compounding context across model test runs. Each run starts fresh, and nothing is carried forward. |
| Continuous Testing | Test on-demand or when changes are introduced, with coverage that deepens every cycle. |
Offers continuous AI-model monitoring. |
| Regression Testing | Automatic retesting to confirm fixes and prevent regressions. Tailored guidance specific to your stack, automatically confirmed. |
No closed-loop remediation, so no automatic verification that fixes hold. |
| False Positive Triage | Every finding validated with working exploit, replication steps, and a PoC script. |
Delivers model-risk findings, not working application exploits. |
“As the leading agentic orchestration platform for the enterprise, data isolation between our customers is non-negotiable. We need to prove that continuously, not once a year. Novee adapted to our multi-tenant SaaS product within days.”
“Our pen tests took weeks and consistently missed critical issues. Novee found them immediately and gave us instant remediation guidance. It showed us what we'd been missing.”
"Traditional DAST produced either zero or irrelevant results. We needed something that could identify complex vulnerabilities like server-side request forgery. Novee consistently surfaces findings we simply weren't seeing before."
“Novee rethinks penetration testing for how attacks actually happen today. Continuous, attacker-level validation that proves what’s exploitable and shows teams exactly how to fix it is a meaningful shift for modern security programs.”
"The hardest vulnerabilities for us to catch aren’t misconfigurations or known patterns. They’re business logic issues that only show up when someone understands how the application is supposed to work. That’s exactly the gap Novee closes."
"We had EASM tools and manual pentests that produced mostly noise. Novee came in black-box with zero credentials and within days found dozens of real vulnerabilities we could actually fix."
“As an AI researcher, what stood out about Novee is that they built a proprietary offensive AI model designed to think like an attacker, rather than wrapping generic LLMs. That matters for enterprise-grade results.”
“This was by far the deepest and fastest security assessment we’ve had. Novee uncovered issues across our web and mobile applications that had gone undetected before, and the level of depth was unlike anything we’d seen from other vendors.”
“We had urgent compliance need and we couldn’t wait weeks for DAST findings, an external exposure audit, and an in-depth pentest report. Instead Novee came in and delivered immediate value with their AI pentesting platform; with their findings, we closed our gaps and quickly met the criteria we needed for certification.”
"Before Novee, we were getting a snapshot once a year. Now we have continuous coverage across our application portfolio, we're already finding things that prior manual pentests missed completely, and I have real confidence that our security posture reflects what's actually in our environment."
"Novee takes the complexity out of penetration testing while providing transparent, step-by-step details of everything they do. Novee delivers the attacker-level validation we need to confidently close real external-domain exposures that other testing misses."
"Novee has become our main security testing system because they focus on the product itself, where most of our real risk sits and where other tools keep coming up short. With regulatory pressure building across our global markets, continuous, change-triggered penetration testing has become essential."
