Security Insights
Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

What to Evaluate Before You Let an AI Agent Exploit Your Systems
An AI agent that can exploit your systems does an attacker's work. Here are the seven governance checks to clear before you authorize agentic pentesting in production.

Strobes Agentic Pentesting: A pen-tester experience and point of view
Eleven validated Critical and High findings from Strobes AI's autonomous pentesting agents, each with the agent's reasoning, the request sent, and the response that proved it.

10 Best Open Source Agentic Pentesting Tools in 2026
Compare the 10 best open source agentic pentesting tools for self-hosted workflows, from PentAGI and PentestGPT to CAI, Strix, and VulnBot.

Vulnerability Chaining: How Agentic Pentesting Proves Attack Paths
Three low-severity findings can chain into one critical breach. See why CVSS misses chained risk and how agentic pentesting proves or rejects each attack path.

How Agentic Pentesting Separates Test Failures From Real Security Findings
Agentic pentesting reliability on unstable apps: a six-state failure taxonomy, safe retry rules, and what a trustworthy pentest report must disclose.

Bug Bounty vs. Pentesting vs. AI Pentesting: Which Model Fits Your AppSec Program?
Bug bounty vs pentesting vs AI pentesting: compare costs, coverage, compliance, and when to use each model. Build a layered AppSec testing strategy.

Pentesting In-House vs. Outsourcing: Cost, Coverage, and the Third Option
Compare in-house vs outsourced pentesting on cost, coverage, and depth. Discover why AI pentesting is the third option that changes the math for security teams.

DAST vs. Pentesting vs. AI Pentesting: What Each One Actually Finds
Compare DAST, manual pentesting, and AI pentesting. Learn what each approach finds, misses, costs, and when to use each for full application security coverage.

Continuous Application Pentesting for DevSecOps Teams
How DevSecOps teams integrate continuous application pentesting into CI/CD pipelines. AI-driven testing, run-over-run diffing, and developer workflow integration.

Application Pentesting for SaaS Companies: Meeting SOC 2 and ISO 27001
How SaaS companies should structure application pentesting for SOC 2 and ISO 27001 compliance. AI-driven continuous testing vs annual manual engagements.

What Is Agentic Pentesting? The Complete Guide for Security Teams (2026)
Agentic pentesting uses specialized AI agents to test your entire attack surface in hours, not weeks. Here is how it works, what surfaces it covers, how safety is enforced, and how to evaluate platforms with real benchmarks.

Best AI Pentesting Tools in 2026: Ranked, Priced & Compared (12 Tools)
Which AI pentesting tool actually reduces risk in 2026? We reviewed 12 platforms on autonomy, proof quality, pricing, and what happens after a vulnerability is found.