Eureka DevSecOps
AI Vulnerability Discovery

AI makes it easier to find the weaknesses attackers can use.

Eureka helps teams identify, prioritize, and document the vulnerabilities that matter as AI-assisted discovery increases finding volume and patch pressure.

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eureka · radar · scanner workflowsample data
$ radar scan --target ./app
→ scan started · id=scn_8f21 · 14:02:11
✓ scan completed in 18.4s
✓ 1,000 findings returned · organized in 1 view
ID
SEVERITY
CATEGORY
FINDING
STATUS
F-2041
HIGH
AUTH
Auth bypass on /session
open
F-2104
HIGH
DEPS
Outdated transitive dep · CVE chain
open
F-2210
MED
SSRF
SSRF in image proxy
triage
$
THE NEW PRESSURE

More findings. Faster discovery. Same need for context.

AI-assisted discovery can surface weaknesses faster than manual triage can keep up. Discovery has accelerated. The work has not changed: teams still need to prioritize, remediate and keep a record of what happened.

The problem is not just finding more issues. The problem is knowing which findings create risk, which fixes reduce exposure and what record exists after the work is done.

See prioritization
01
Finding volume increases
More issues surface faster than manual triage can handle. Teams struggle to keep pace with the rate of discovery.
02
Severity is not enough
Scanner severity does not explain business risk, whether context matters, or whether a finding is part of an attack scenario.
03
Evidence still matters
Teams need to show what was found, fixed, accepted, and decided. The audit trail is as important as the fix itself.
eureka · workflow · discovery pressure4 steps
Scanner output arrives faster01
Manual triage falls behind02
Context determines real risk03
Evidence trail must keep up04
PRIORITIZATION

Severity is not enough when findings move faster.

A critical finding is not always the highest business risk. A lower-severity issue can matter more when it connects to other weaknesses, affects a sensitive workflow or is part of an attack scenario to a valuable asset.

Eureka helps teams focus on what matters first by looking beyond raw scanner severity.

See attack-path priority
01
1,000 findings become 30 attack paths
Volume alone does not tell the story. Attack paths show which findings actually connect and create exposure.
02
30 attack paths become 10 fixes
Multiple attack paths can share key vulnerabilities. Fixing one shared vulnerability can break several attack paths at once.
03
The attack scenario changes priority
Not all risk-severity findings are safe. Context determines whether a finding matters now or later.
eureka · funnel · sample dataattack-path priority
1,000findings
30attack paths
10fixes that matter
ATTACK-PATH PRIORITY

One fix can reduce exposure across multiple attack paths.

See live prioritization logic
eureka · attack-path convergence5 stages
  1. 01
    Findings come in
    Built-in checks, supported scanners, and SARIF tools bring findings into one workflow.
  2. 02
    Attack paths take shape
    Eureka helps teams understand which findings connect, which attack paths create exposure, and which fixes reduce the most risk.
  3. 03
    Findings converge
    Multiple source issues can connect to the same shared weakness or high-risk scenario.
  4. 04
    Priority fixes surface
    Teams focus on fixes that reduce exposure, especially when one vulnerability affects multiple attack paths.
  5. 05
    Records are kept
    Fixes, reviews, approvals, and decisions stay connected as evidence.
WORKFLOW

Findings need a workflow, not another backlog

As discovery accelerates, the AppSec record becomes more important: what was found, what changed, what was fixed and what still matters.

See how Eureka works
01
Prioritize what matters
Focus on vulnerabilities and attack scenarios that create risk. Leave the noise behind.
02
Remediate with ownership
Move findings into workflow, assign ownership, and track what was fixed or accepted.
03
Record decisions
Capture what was fixed, accepted, reviewed, or still open. The evidence trail stays connected to the work.
eureka · workflow · finding → evidence6 steps
Finding01
Priority02
Owner03
Remediation04
Decision05
Evidence06
EXPERTISE

AppSec expertise built into the workflow

Built-in checks, attack-path prioritization, remediation workflow and evidence capture are assembled into a process teams can run. Eureka brings AppSec and DevSecOps expertise into the workflow so teams can start with the right checks, controls and evidence structure from day one.

Meet the team behind the baseline
01
Built by OWASP leaders
The team behind OWASP ASVS and OWASP SPVS designed the baseline. The controls and checks reflect years of AppSec practice.
02
Baseline from day one
Teams do not start from scratch. Built-in checks and controls reflect proven AppSec standards.
03
Evidence structure ready
The workflow captures what matters so auditors and reviewers can see what happened, not just what was found.
eureka · appsec baselinebuilt-in
01
Built-in checks
02
Attack-path priority
03
Remediation workflow
04
Evidence capture
WHERE TO GO NEXT

Turn AI-era discovery pressure into an AppSec workflow.

Start with the workflow that matches the pressure your team is facing. Each route leads to a clearer way to handle what AI-era discovery brings.

Too many findings, no clear priority?
Use attack-path priority to focus on vulnerabilities that matter first.
Need AppSec running fast?
Start with built-in checks and scanner workflow without weeks of setup.
Need evidence as work happens?
Capture findings, fixes, reviews, and decisions as the workflow runs.
Customer security review coming?
Show what was scanned, found, fixed, accepted, and documented.
FAQ

Frequently asked questions.

Fast answers about AI-era vulnerability discovery and attack-scenario priority.

Start with a scan.
Leave with a plan.

Start with a scanSee attack-path priority

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