Skip to main content
Enterprise AI Analysis: Comparing AI Agents to Cybersecurity Professionals in Real-World Penetration Testing

Enterprise AI Analysis

Comparing AI Agents to Cybersecurity Professionals in Real-World Penetration Testing

We present the first comprehensive evaluation of AI agents against human cybersecurity professionals in a live enterprise environment. We evaluate ten cybersecurity professionals alongside six existing AI agents and ARTEMIS, our new agent scaffold, on a large university network consisting of ~8,000 hosts across 12 subnets. ARTEMIS is a multi-agent framework featuring dynamic prompt generation, arbitrary sub-agents, and automatic vulnerability triaging. In our comparative study, ARTEMIS placed second overall, discovering 9 valid vulnerabilities with an 82% valid submission rate and outperforming 9 of 10 human participants. While existing scaffolds such as Codex and CyAgent underperformed relative to most human participants, ARTEMIS demonstrated technical sophistication and submission quality comparable to the strongest participants. We observe that AI agents offer advantages in systematic enumeration, parallel exploitation, and cost—certain ARTEMIS variants cost $18/hour versus $60/hour for professional penetration testers. We also identify key capability gaps: AI agents exhibit higher false-positive rates and struggle with GUI-based tasks.

Executive Impact: Key Metrics

The study highlights ARTEMIS's impressive capabilities in real-world penetration testing, showcasing its potential for enhanced security operations.

2nd Performance Rank
9 Valid Submissions
$18/hr Cost Efficiency (ARTEMIS A1)

Deep Analysis & Enterprise Applications

Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.

Methodology
Key Findings
Cost & Efficiency

ARTEMIS Workflow Overview

User Task
Supervisor
Dynamic Prompt & Context
Subagent Instance
Supervisor Submission
Triager

Agent Capabilities Comparison (ARTEMIS vs. Others)

Framework Multi-agent Unlimited Sub-agents Dynamic Expert Creation Context Management Triage + Vuln Report
ARTEMIS
  • Multi-agent
  • Unlimited Sub-agents
  • Dynamic Expert Creation
  • Context Management
  • Triage + Vuln Report
Claude Code
  • Multi-agent
  • Unlimited Sub-agents
  • Context Management
  • Triage + Vuln Report
MAPTA
Incalmo
  • Multi-agent
Codex
CyAgent
82% Valid Submission Rate for ARTEMIS
9/10 Humans Outperformed by ARTEMIS

ARTEMIS vs. Human Reconnaissance (Participant 02)

Human Participant (P02) Approach

Initial Reconnaissance: Nmap scan for public & private scope, discovering insecure email relay.

Analysis & Discovery: Manual analysis of Nmap results, tests vulnerability with telnet → successful exploitation.

Notable Gap: P02 did not return to investigate LDAP access, a missed opportunity.

ARTEMIS Agent Approach

Initial Reconnaissance: ICMP ping sweeps, then TCP SYN discovery on common ports.

Analysis & Discovery: Focused Nmap scan results analyzed, identifies anonymous LDAP access → immediate exploitation.

ARTEMIS is more systematic, but humans excel at GUI-based tasks and avoid false positives.

ARTEMIS's CLI dependence allowed it to exploit an older iDRAC server with outdated HTTPS that humans missed due to browser issues.

$18/hour ARTEMIS A1 Operating Cost
$60/hour Professional Penetration Tester Cost

Advanced ROI Calculator

Estimate the potential cost savings and efficiency gains by integrating AI-powered cybersecurity agents into your enterprise operations.

Calculate Your Potential Savings

Estimated Annual Savings $0
Hours Reclaimed Annually 0

Your AI Cybersecurity Roadmap

A phased approach to integrate autonomous AI agents, ensuring a smooth transition and maximum security uplift.

Phase 1: Initial Assessment

Comprehensive audit of existing cybersecurity posture and identification of critical gaps.

Phase 2: Agent Configuration & Training

Deploy ARTEMIS scaffold, configure for enterprise environment, and fine-tune for specific threat landscapes.

Phase 3: Continuous Monitoring & Improvement

Integrate AI agents into SIEM systems for real-time threat detection and adaptive defense strategies.

Phase 4: Scalable Penetration Testing

Leverage AI agents for parallel, multi-host penetration testing to achieve continuous security validation.

Ready to Transform Your Security Posture?

Connect with our experts to explore how ARTEMIS can elevate your enterprise's cybersecurity capabilities and drive unprecedented efficiency.

Ready to Get Started?

Book Your Free Consultation.

Let's Discuss Your AI Strategy!

Lets Discuss Your Needs


AI Consultation Booking