Pensar vs scanners
Scanners pattern-match your code or fuzz endpoints and surface potential issues. Pensar attacks the running system and proves real exploits, including the chained attacks and business-logic flaws scanners structurally can't model.
TL;DR
DAST and SAST scanners are cheap, broad, and fast, which makes them a fine baseline, but they report potential issues from patterns and signatures, generate heavy false-positive noise, and can't reason about your business logic or chain a multi-step attack. Pensar attacks the live system and returns only findings it has proven with a working exploit, plus the patch. Most teams keep a scanner for breadth and add Pensar for depth and proof.
Two models
pensar · vulnerability scanners
Dimension by dimension
Pensar exercises the running application the way an attacker would, so a reported finding is something that actually happened against your live system.
Scanners inspect source for risky patterns (SAST) or probe endpoints with known payloads (DAST). They flag what looks risky, not what's provably exploitable.
Because every finding ships with a working proof of concept, there's nothing to dismiss as a false alarm. The triage step disappears.
Pattern matching produces noise. Teams spend significant time triaging scanner output to separate real issues from the many that aren't.
Agents reason about your payment flows, access boundaries, and tenant isolation, then chain multiple steps into a verified takeover.
Scanners have no model of your business logic and evaluate issues in isolation, so the flaws that matter most to your specific app go unseen.
Findings arrive as pull requests with the patch drafted, so remediation is a review-and-merge instead of a research project.
A scanner hands you an alert. Understanding it, confirming it, and writing the fix is left entirely to your team.
FAQ
04 entries
Neither. SAST reads source code and DAST fuzzes endpoints; both report potential issues. Pensar is an adversarial testing platform: autonomous agents attack the running system and prove real exploits, then ship the patch.
Most teams keep a scanner for cheap, broad baseline coverage and add Pensar for depth and proof. Pensar removes the triage burden by only reporting findings it has verified with a working exploit.
Every finding is proven by actually exploiting it against your live system and captured as a reproducible proof of concept. If Pensar reports it, it fired. There's no maybe to triage.
No. Scanners match patterns and signatures and have no model of how your application works, so business-logic flaws, the ones specific to your payment flows or access boundaries, fall outside what they can detect.
Keep comparing
See what Pensar proves against your live application that a scanner only guesses at.