APX Labs Cipher XBOW Validation Benchmark vs Willow: side-by-side comparison (2026)
APX Labs Cipher XBOW Validation Benchmark is a commercial penetration testing solution by APX Labs. Willow is a commercial agentic AI security solution by Willow. Features, integrations, deployment and the company behind each one, side by side.
Public benchmark of Cipher AI pentesting agent vs. 104 XBOW challenges.
Control plane for governing enterprise AI agent identity, access, and actions.
Side-by-side comparison
Feature
APX Labs Cipher XBOW Validation Benchmark
Willow
Pricing model
Commercial
Commercial
Category
Penetration Testing
Agentic AI Security
Deployment and fit
Deployment type
Cloud
Hybrid
Company size fit
SMB, Mid-Market, Enterprise
SMB, Mid-Market, Enterprise
Company
Company
APX Labs
Willow
Use cases and capabilities
AI Pentesting
Yes
No
Benchmark
Yes
No
Black Box Testing
Yes
No
Penetration Testing Framework
Yes
No
Vulnerability
Yes
No
Exploit Development
Yes
No
DAST
Yes
No
Security Validation
Yes
No
Web Security
Yes
No
RCE
Yes
No
Agentic AI Security
No
Yes
AI Governance
No
Yes
MCP Security
No
Yes
Non-Human Identity
No
Yes
Shadow AI
No
Yes
AI Observability
No
Yes
LLM Security
No
Yes
RBAC
No
Yes
Zero Trust Architecture
No
Yes
Core features
10 features listed
10 features listed
Integrations
1 integration listed
7 integrations listed
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