Anthropic design choice exposed 150M+ downloads, and 200K servers to complete takeover

How AuditBoard Automated AppSec Noise Reduction and Saved $1M with a Unified Platform

  • 98 % Reduction in False Positives
  • $ 1 M in Cost Avoidance
  • 40 Hours Saved Weekly
  • 90 % Baseline False-Positive Rate
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Summary

98% AppSec noise reduction and $1M cost savings via OX.

AuditBoard, a leading provider of GRC and audit software, transformed its security operations by moving from reactive, high-noise scanning to a unified security engineering approach. Facing a 90% false-positive rate that drained engineering resources, AuditBoard deployed the OX platform to consolidate its security data and automate risk reduction. By adopting a code-to-runtime model, AuditBoard eliminated alert fatigue, saved 40 hours per week in manual triage, and avoided $1M in costs by replacing fragmented legacy tools with a single source of truth.

“We’ve saved a lot of money by switching to OX because OX basically has a lot of different tools consolidated into one single dashboard,” Phil Guimond explains.

The Catalyst

Alert Fatigue and the High Cost of Manual Triage

AuditBoard’s security team was trapped in a reactive cycle, overwhelmed by legacy scanners that produced a staggering volume of false positives. Relying on disconnected, after-the-fact tools created a massive operational bottleneck that slowed down the development lifecycle.

“It was just consuming an incredible amount of time,” Phil recalls. “We had tools that were slowing developers down.” As engineering teams move toward AI-native development (VibeCoding) to accelerate delivery, the friction of manual security reviews becomes an unsustainable business tax. For AuditBoard, critical vulnerabilities were often buried under a mountain of irrelevant noise, making it nearly impossible for the team to identify and remediate risks before they reached production. They needed a way to move beyond “finding bugs” to a system that could accurately predict and prevent risk.

The Strategy

Consolidation and Securing the Source

The organization implemented a centralized security fabric to move beyond passive detection and achieve proactive risk elimination. Rather than trying to manage the flood of alerts from multiple siloed scanners, AuditBoard utilized the OX platform as its unified control plane.

Phil notes the flexibility this provided: “OX has the most powerful CI/CD workflow configuration in the industry, and you can customize it to any specific needs you have for any specific customers. You can pretty much do anything. It’s really powerful.”

By integrating OX VibeSec and OX Code directly into their CI/CD pipelines, they embedded security rules and organizational context into the codebase. This strategic move allowed them to scale security at the same speed as their engineering growth, ensuring that every line of code was secure-by-design before it ever reached the pipeline. This shift allowed the team to “move beyond ASPM” by focusing on the origin of the risk rather than just managing tickets.

The Transformation

From Manual Verification to Automated Intelligence

The turning point for AuditBoard was gaining environment-aware context that instantly differentiated between theoretical noise and actual production risk. Instead of spending 40 hours a week manually validating security tickets, the team used OX to gain a holistic, code-to-runtime view of their entire environment.

“Once we got OX, we were able to cut out 98% of those false positives,” says Phil. “We were actually able to focus on the meat of the content, the actual reachable vulnerabilities.”
This transformation enabled Vibe Security, the ability to pinpoint risks to the exact line of code and remediate them at the point of origin. “We had basically unheard-of scale and speed when responding to incidents, and we had the ability to filter through it very quickly,” Phil adds. By mapping vulnerabilities from runtime back to the developer’s desktop, AuditBoard bridged the gap between engineering and security. Security was no longer a siloed blocker; it became an automated enabler of speed, allowing developers to focus on building features without compromising safety.

The Results

Massive Efficiency and $1M in Cost Avoidance

The shift to an integrated, AI-native approach delivered immediate order and highly quantifiable ROI for AuditBoard:

  • 98% Reduction in False Positives: By leveraging deep context, AuditBoard cut through the noise to focus exclusively on real, exploitable threats.
  • 40 Hours Saved Weekly: “With OX, we are saving anywhere from 20 to 40 hours of work every week,” Phil reports. “We are able to take the time we are saving to focus on other tasks that need to be done. And we are able to quickly get ahead of our security backlog.”
  • $1M in Cost Avoidance: Consolidating multiple fragmented tools into a single, unified platform resulted in significant licensing and operational savings. Phil estimates: “If we had not switched to OX, the cost probably would have been in excess of $500,000 to a million dollars.”
  • Proactive Engineering Partnership: The platform’s ability to provide actionable data at the source turned security into a collaborative process. “The customer service folks are very quick at responding to you and actually implement features before we even expect them,” says Phil.

Key Takeaways

Strategic Lessons for Security Leaders

  • Tool Sprawl Drains Budgets: Relying on disconnected scanners is a business risk; a unified platform provides a clearer picture of overall risk while significantly reducing operational costs.
  • Security Starts at the Source: To keep pace with AI-accelerated delivery, organizations must move from detection to prevention at the moment of creation.
  • Context is the Solution to Noise: Environment-aware intelligence is the only way to eliminate alert fatigue and ensure developers are only fixing what actually matters to the business.

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Security Starts at the Source