Elite AI hackers aren’t born. They’re trained.
Elite AI hackers aren’t born. They’re trained.
Elite AI hackers aren’t born. They’re trained.
Elite AI hackers aren’t born. They’re trained.
Hadrian is an attack-surface platform with an on-demand pentest bolted on, run by a single AI Orchestrator with no independent validation, and limited to external web. Novee goes inside your applications, verifies what’s exploitable, and keeps testing as your code changes.
External attack-surface visibility tells you what’s exposed, but it stops well short of proving what an attacker could do with it.
EASM first, application testing bolted on.
On-demand, one test at a time.
A single orchestrator, lightly validated.
Priced per test.
Attack-surface visibility is a starting point. What security teams need next is proof of what’s exploitable inside the application, confirmed continuously as the code keeps changing.
Goes inside the application.
Coverage across web, API, mobile, and AI.
Proves what's exploitable.
A proprietary offensive AI stack.
Continuous and change-triggered.
A closed loop to a verified fix.
| Capability | Novee AI Pentesting | Hadrian |
|---|---|---|
| Coverage | Web apps, APIs, mobile apps, and AI agents/LLMs across your footprint, tested black box from a domain name. |
External web assets and EASM. No internal apps, mobile, or AI applications. |
| Application context and depth | Builds an Asset Intelligence Model before testing, mapping roles, workflows, APIs, and business logic, so it finds the IDOR, auth bypass, and chained exploits inside the app. Context compounds every cycle. |
EASM-first attack-surface mapping. No business logic testing, and no compounding application context. |
| Continuous, change-triggered testing | Runs on demand or automatically when code ships via CI/CD, with no scheduling or human intervention. Coverage deepens each cycle. |
On-demand, per-test only. No continuous or change-triggered workflow. |
| Offensive model and harness | Proprietary harness and proprietary offensive reasoning model, post-trained on real attacker tradecraft and orchestrated with leading frontier models selected per task (multi-model). |
No proprietary model described; capability likely relies on third-party models. |
| Validation architecture | Three independent agents (a finder, a validator, and a blind re-validator with no context from the first two) plus deterministic checks where possible. Every finding ships with a working exploit, replication steps, and a PoC script. |
A single AI Orchestrator with human review. No independent second agent, and findings without confirmed exploit proof. |
| Closed-loop remediation & retesting | Remediation tailored to your WAF, backend, and codebase, with automatic retesting to confirm the fix held and flag new risk the change introduced. |
No confirmed stack-specific remediation or automatic retesting. |
| Pricing | Predictable per-asset pricing. Depth and frequency don’t increase cost. |
Per-test pricing, starting at €3,000 per test. |
| Workflow & integrations | Native CI/CD plus GitHub and Jira. Connected to CI/CD, fixes drop to the code level, aligned to your codebase. |
Connects to tools like Jira, Slack, ServiceNow, and Microsoft Teams, but no CI/CD integration for change-triggered testing. |
“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."
