ProveExploitabilitywithAdversarialEvidence
Validation is the most differentiating CTEM phase. AI agents test whether vulnerabilities are exploitable in your environment , and deliver evidence, not assumptions.
Your scanner says it's critical. But can an attacker actually exploit it? Strobes AI agents answer that question in under two hours, with proof-of-concept evidence for every validated finding.

UnvalidatedFindingsWasteEngineeringTime
Without validation, your team is fixing vulnerabilities that may not even be exploitable. That's wasted engineering time, delayed release cycles, and security theater disguised as progress.
The reality of unvalidated findings:
- 80% aren't exploitable - most vulnerabilities can't be exploited in your specific environment
- Engineering pushback - developers stop trusting security tickets when most turn out to be noise
- Annual pentests aren't enough - 12 months between validation cycles leaves massive windows of exposure
- No evidence - without proof-of-concept, there's no way to distinguish real threats from theoretical risk
- Broken prioritization - validation data should feed back into prioritization but rarely does
Strobes AI agents validate findings continuously, not annually, with proof-of-concept evidence for every confirmed exposure.
Validation in Five Steps
Select High-Priority Targets
Prioritized findings from Phase 3 are queued for validation. AI agents focus on the highest-risk findings first: the ones that would matter most if exploited.
AI Agents Attempt Exploitation
Autonomous AI agents attempt to exploit each finding in your actual environment. They use the same techniques real attackers would, but safely, with guardrails and rollback capabilities.
Map Attack Paths
For every confirmed exploit, AI agents map the full attack path, from initial entry point to potential impact on critical assets. This shows not just that it's exploitable, but what an attacker could achieve.
Generate Proof-of-Concept
Every validated finding includes a proof-of-concept: screenshots, request/response logs, exploitation steps, and impact evidence. Engineering teams get actionable evidence, not theoretical risk ratings.
Feed Back to Prioritization
Validation results flow back into the prioritization engine. Confirmed exploits escalate. False positives are deprioritized. The system gets smarter with every cycle.
What AI Agents Validate

Web Application Exploitation
AI agents test for SQL injection, XSS, SSRF, authentication bypasses, and business logic vulnerabilities on web applications, with working proof-of-concept for every finding.

API Validation
Test REST, GraphQL, and gRPC APIs for broken authentication, excessive data exposure, injection flaws, and authorization bypasses. Import OpenAPI specs or discover endpoints automatically.

Network Exploitation
Validate network vulnerabilities including service exploits, privilege escalation paths, lateral movement opportunities, and misconfigurations that expose internal services.

Cloud Validation
Test cloud misconfigurations for exploitability: can that public S3 bucket actually be accessed? Does that overly permissive IAM role enable privilege escalation?

Compensating Control Testing
Validate whether your WAF, EDR, network segmentation, and other controls actually block the attack. A vulnerability behind a working WAF rule is lower priority.

Attack Path Mapping
Map the full attack chain from initial access to critical asset compromise. Show stakeholders not just individual vulnerabilities, but how they chain together into real-world attacks.
AI Validation vs. Traditional Pentesting

ValidationImpact
Every finding is validated with proof-of-concept evidence.
Screenshots, PoCs, and attack paths for every confirmed finding.
Only exploitable findings require engineering attention.
AI agents validate in hours, not weeks.
“Ourlastpentestfound200vulnerabilities.Strobesvalidationprovedthatonly34wereactuallyexploitableinourenvironment.Wefixedthose34intwoweeksinsteadofspendingthreemonthsonall200.Engineeringfinallytrustsourfindings.”
VP of Engineering
VP Engineering · Enterprise SaaS Platform
Related CTEM Phases & Solutions
Validation: Frequently Asked Questions
Proveitbeforeyoufixit
Replace assumptions with evidence. AI agents validate exploitability in under 2 hours with proof-of-concept for every finding.
- No credit card required
- Setup in 5 minutes
- SOC 2 & ISO 27001


