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.
Tenzai has a strong harness and a fast runtime, but it stops at the finding: no stack-specific remediation, no automatic retesting, and no customer track record. Novee finds vulnerabilities that matter, proves every one is real, and verifies the fix held.
A strong harness and fast findings don’t close the loop in the same way a verified fix does.
No proprietary offensive model.
Stops at the finding.
Lighter validation.
Siloed from the tools devs use.
No external proof of value.
AI penetration testing is only as valuable as what it uncovers, how confidently you can act on it, and whether the fix actually held.
A proprietary offensive model.
Validation built for zero false positives.
A closed loop to a verified fix.
Built into your workflow.
Predictable per-asset pricing.
Proven with security teams.
| Capability | Novee AI Pentesting | Tenzai |
|---|---|---|
| Coverage | Web apps, APIs, mobile apps, and AI agents/LLMs across your external footprint. |
Web, API, and AI applications |
| Application context and depth | 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 what’s visible on the surface. |
Maps the target as actors, instructions, tools, credentials, guardrails, state transitions, and HTTP endpoints, with knowledge that compounds across runs. |
| Offensive model and harness | Proprietary harness and proprietary offensive reasoning model, post-trained on real attacker tradecraft and orchestrated with best-in-class frontier models selected per task (multi-model). |
No proprietary model. Optimizes an agent harness that orchestrates general models’ reasoning and execution; improvements target the harness and agents, not a model of its own. |
| 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. If any stage fails, the finding is never reported. |
A single validator reproduces the finding; evidence includes the captured conversation, HTTP transcripts, and the validator’s reproduction. No second blind agent or deterministic confirmation described. |
| Closed-loop remediation & retesting | Remediation tailored to your WAF, backend, and codebase — not generic OWASP. Automatic retesting confirms the fix held and flags new risk the change introduced. |
Delivers PoCs and reproduction steps, but its materials don’t describe stack-specific remediation or automatic retesting. |
| Continuous, change-triggered testing | Runs on demand or automatically when code ships via CI/CD. No scheduling, tokens, or human intervention. Coverage deepens each cycle. |
Continuous, but no scheduling or change-triggered workflow to operationalize it. |
| Workflow & CI/CD integration | Native CI/CD and change-triggered workflows. Connected to CI/CD, fixes drop to the code level, aligned to your codebase. |
No CI/CD integration or developer-workflow integrations (e.g., GitHub, Jira). |
| Pricing | Predictable per-asset pricing. Depth and frequency don’t increase cost. |
No pricing publicly described. |
“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."
