Scaling AppSec Accuracy with a Two-Person Team

Executive Summary

Whistic, a leader in third-party risk and trust management, runs a lean two-person security team protecting a rapidly growing SaaS platform. Pre-Kodem, traditional SCA and code-scanning tools produced high volumes of findings without distinguishing what was exploitable. The result was wasted cycles, duplicate triage, and slowed engineering velocity.

After deploying Kodem, Whistic reduced false positives, cut triage time by 8 hours per week, and gained clear visibility into which vulnerabilities truly mattered. Kodem’s exploitability-first approach—augmented with Slack workflows, EPSS policies, and auto-dismiss logic—freed senior AppSec engineers to focus on high-signal security work rather than repetitive noise.

partner
published on
August 29, 2025
topic
Agentic Security

About Whistic

Whistic’s mission is to make trust a business accelerator rather than a bottleneck. Its platform allows companies to assess, publish, and share security posture with customers and partners, streamlining third-party risk management. To deliver on that mission, Whistic requires security that scales with its product velocity: efficient, contextual, and precise.

“Huge time saver for me.”
Korey Kenison
AppSec Engineer, Whistic

Client Context

  • Company: Whistic
  • Headcount: ~200
  • AppSec Stack (Pre-Kodem): Snyk (SCA and SAST), custom PR checks
  • Security Team Size: 2 dedicated AppSec engineers
  • Operating Model: Lean, with AppSec reporting and engineering teams owning fixes

The Challenge

With a small team, every hour mattered. Legacy tools such as Snyk flagged vulnerabilities but failed to show which ones could actually be exploited. Packages marked as “vulnerable” were often installed but never executed. Ephemeral server rebuilds created duplicate findings. Security staff were spending more than a full day every week manually validating issues.

Kodem gives us a faster way to see what is actually running in the platform. It is our source for prioritizing criticals.”
Korey Kenison
AppSec Engineer, Whistic

The Kodem Solution

Kodem delivered full‑stack exploit intelligence that absorbed complexity so Whistic's experts could focus on high‑value work.
eBPF‑powered runtime analysis confirming actual code execution
Attack path modeling across code, container, OS, and memory
Reachability‑based PR gating tied to real exploitability
Unified dashboard and API for shared security and engineering context

Why Kodem Over Other Options

Whistic had already invested in Snyk for SCA and SAST and evaluated agent-based real-time scanners. These tools provided coverage but not clarity.

  1. Snyk and other SCA tools surfaced vulnerabilities by CVSS score, many of which were not exploitable in Whistic’s runtime environment. Kodem narrowed the field to only what attackers could use.
  2. Agent-based scanners offered continuous monitoring but still left engineers mapping findings back to code and suppressing repeats. Kodem integrated runtime evidence with code-level reachability, removing that manual burden.Workflow integration was missing elsewhere. Kodem’s Slack-native notifications and EPSS scoring created actionable processes in real time.For Whistic, the difference was that Kodem provided attacker-aligned decisions.

Outcomes and Measured Value

Efficiency gains

8 hours per week saved on triage and validation

Faster PR cycles with fewer false blocks

Signal over noise

Differentiated “installed but unused” vs. “actively executed” packages

Suppressed duplicate findings from rebuilt servers

Smarter prioritization

EPSS-based scoring focused attention on likely exploits

Runtime context provided stability compared to shifting CVSS scores

Team leverage

Kodem shared the burden of AppSec expertise, enabling senior engineers to focus on high-impact security strategy

“Kodem helps us share the burden and reduce the burden. Our senior AppSec engineers can spend time on the highest-signal work instead of validating noise.”
Korey Kenison
AppSec Engineer, Whistic

Before vs. With Kodem

Before Kodem

Legacy SCA and SAST flagged vulnerabilities without runtime context

8+ hours per week spent validating false positives

CVSS-based prioritization that shifted over time

Duplicate findings after ephemeral rebuilds

Senior engineers bogged down in triage

With Kodem

Exploitability analysis shows which CVEs can actually be hit

8 hours per week saved with contextual enforcement and auto-dismiss

EPSS + runtime context provide stable, attacker-aligned prioritization

Automatic suppression of recurring, non-relevant findings

Senior engineers focus on high-signal, strategic risk work

"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua."
Korey Kenison
AppSec Engineer, Whistic

Looking Ahead

Whistic is working with Kodem to extend exploitability-first coverage into serverless workloads, beginning with Lambda scanning. The objective is consistent: automate away noise, surface the vulnerabilities that matter, and free expert staff to focus on securing what drives the business.

Platform Overview Video

Watch our short platform overview video to see how Kodem discovers real security risks in your code at runtime.

5.1k
Applications covered
1.1m
False positives eliminated
4.8k
Triage hours reduced

A Primer on Runtime Intelligence

See how Kodem's cutting-edge sensor technology revolutionizes application monitoring at the kernel level.

5.1k
Applications covered
1.1m
False positives eliminated
4.8k
Triage hours reduced

The State of the Application Security Workflow

This report aims to equip readers with actionable insights that can help future-proof their security programs. Kodem, the publisher of this report, purpose built a platform that bridges these gaps by unifying shift-left strategies with runtime monitoring and protection.

Get real-time insights across the full stack…code, containers, OS, and memory

Watch how Kodem’s runtime security platform detects and blocks attacks before they cause damage. No guesswork. Just precise, automated protection.