01 / FINDING
Removed member keeps session access Needs review03
The system that learns from the noise
A false positive should happen once.
Every dismissed finding teaches Casco something new about your application. Casco makes the reasoning visible as editable Application Context. Future tests use it before another false positive is created.
LEARNING LOOP / LIVEAUTOMATIC CONTEXT REFINEMENT
02 / SECURITY ENGINEER
Expected behavior. Accept risk. Reason attached03 / APPLICATION CONTEXT
Known behavior, remembered. Next test starts informed5%Default false-positive rate
<1%With tuned application context
ALWAYS ONEvery decision can refine the next test
00 / WHY_THIS_EXISTS
Context compounds
Your application changes. Its security context should keep up.
Context tuning already drives false positives below 1%. Automatic refinement makes that knowledge visible to your team and keeps it current as new product behavior ships.
Closed-loop learning
Watch the system learn.
01 / 04Review
REAL PRODUCT CAPTURECASCO / APPLICATION CONTEXT
Finding reviewed
CAPTURED IN CASCO / JULY 28, 202601Review
Start with the finding.
The engineer reviews the real finding, its impact, and the application behavior that Casco observed.
Finding reviewed The loop closes automatically
One dismissal teaches the system. Every operation after it starts smarter.
5% default<1% with context02 / APPLICATION_CONTEXT
Visible by default
The context is yours to inspect, edit, and extend.
Every automatic addition lands in one settings surface with its source attached. Your engineers can refine it as the application evolves, without waiting for another false positive.
Source and change history preserved Every rule remains editable Team-defined review controls
WHAT GETS SAVEDAPPLICATION CONTEXT / ACCEPTED RISK
01 / SOURCE FINDING
Removed Workspace Members Retain Full Session AccessThe engineer reviews the behavior and marks it as accepted risk.
AUTHACCEPTED RISK
02 / CASCO CONTEXT
Known behavior, remembered for the next test.Removed members may retain access for the lifetime of the session cookie. The customer has accepted this risk.
SOURCEFinding + engineer rationaleCONTROLEditable by your team
03 / OUTCOME
Prevent, then verify
Stop tuning after the alert. Start tuning before it.
New feature ships
False positive occurs
Engineer explains the context
Tuning happens afterward
REFINE
Decision reasoning is captured
Context updates automatically
Engineer reviews before release
Next test begins informed
CONTINUE_EXPLORING
Bring us your noisiest workflow
Make every decision improve the next one.
See how Casco turns false-positive reasoning into visible, reusable context your security team controls.
Book a technical demo