SAST Resolution Platform

Stop Wasting 50-80% of Your Time Triaging False Positives from SAST

Pixee automates what AppSec teams waste months on: eliminating false positives from Fortify, Checkmarx, Veracode, Snyk, SonarQube and others. Then delivers merge-ready security fixes developers actually trust—with a 76% first-time acceptance rate.

  • Works with ALL major SAST tools
  • Eliminates 60-70% of false positives
  • 2,000 alerts become 50 high-fidelity fixes
  • On-prem & air-gapped deployment
71-88%
SAST False Positive Rate
74%
Triage Reduction
76%
Merge Acceptance Rate
98%
Time Savings Per Fix

The Reality of SAST Implementation

Your SAST tools find everything. The problem is telling signal from noise—and then actually fixing what matters.

50-80%

The Triage Crisis

Your team spends the majority of their time manually triaging SAST false positives instead of fixing real vulnerabilities.

  • 71-88% false positive rates from enterprise SAST tools
  • 100+ new findings daily requiring manual review
  • 6 hours average per validated finding to create a fix
  • 50-80% of AppSec time on triage vs. strategic work
<20%

The Trust Crisis

After years of Fortify false positives and Checkmarx noise, developers ignore scanner findings. The well is already poisoned.

  • Sub-20% baseline merge rate for automated security fixes
  • Developers spend 10+ hours/week on security work they don't trust
  • "Security theater" perception damages AppSec credibility
  • Real vulnerabilities get ignored alongside false positives
252 days

The Remediation Gap

Critical SAST findings sit in backlogs for months while attackers need just hours to exploit them.

  • 252-day average MTTR across the industry
  • 4-day SEC disclosure requirement for material vulns
  • 66% of enterprises have 100K+ vulnerability backlog
  • Audit findings cite slow remediation as top risk

“Finally, a tool that understands the difference between theoretical SAST findings and actual exploitable vulnerabilities in our codebase.”

How Pixee Transforms Your SAST Investment

From alert fatigue to focused action. From ignored findings to trusted fixes. From years-long backlogs to rapid resolution.

From Alert Fatigue to Focused Action

Today

  • 2,000+ SAST alerts weekly
  • 71-88% false positive rate
  • 50-80% time on manual triage
  • Alert fatigue = real issues missed

With Pixee

  • Automated exploitability analysis
  • 60-70% false positives eliminated
  • 2,000 alerts → 50 high-fidelity fixes
  • 74% reduction in manual triage

How: Pixee validates which SAST findings are actually exploitable in YOUR codebase—understanding authentication boundaries, code paths, and defensive layers.

From Ignored Findings to Trusted Fixes

Today

  • Sub-20% merge rate for auto fixes
  • Developers reject generic patches
  • 6 hours per fix when writing from scratch
  • Trust deficit from years of bad automation

With Pixee

  • 76% first-time merge acceptance rate
  • Fixes that feel native to your codebase
  • 5-minute review instead of 6-hour build
  • 98% time savings per accepted fix

How: Pixee generates fixes using YOUR validation libraries, matching YOUR coding conventions, and understanding YOUR architectural patterns.

From Years-Long Backlogs to Rapid Resolution

Today

  • 252-day MTTR industry average
  • 10,000+ finding backlog growing
  • 5 fixes per week manual capacity
  • Compliance risk from slow remediation

With Pixee

  • 7-day MTTR achievable target
  • 74% of findings auto-remediated
  • Thousands of fixes merged per quarter
  • Audit-ready security posture

How: Pixee handles both triage AND remediation at scale—processing thousands of SAST findings while your team focuses on the complex 26% that need human expertise.

Ready to stop wasting time on false positives?

See how Pixee transforms your SAST findings into verified, actionable fixes—with a 76% merge rate.

Schedule Demo

Proven Results from Teams Like Yours

74%

Triage Reduction

From 40 hours/week to under 10 hours of manual SAST triage

98%

Time Savings Per Fix

6 hours down to 5 minutes per vulnerability remediated

76%

Merge Acceptance Rate

vs. sub-20% industry baseline for automated security fixes

60-70%

False Positives Eliminated

2,000 alerts become 50 actionable, validated fixes

The Resolution Platform Your Security Stack Is Missing

Your scanners detect. Your prioritization tools rank. But who actually fixes? That's the gap Pixee fills.

1

Detection Layer (Your SAST Tools)

Fortify, Checkmarx, Veracode, SonarQube find potential vulnerabilities

2

Prioritization Layer (ASPM Tools)

Risk scoring and prioritization platforms rank findings by severity

3

Resolution Platform (Pixee)

Validates, triages, and fixes automatically—2,000 alerts become 50 real issues with merge-ready PRs

You need this
4

Deployment Layer (CI/CD)

Secure code ships 36x faster through your existing pipeline

See Pixee Triage & Fix YOUR SAST Vulnerabilities

Book a 15-minute demo where we show how Pixee automatically triages and fixes real vulnerabilities from SAST scanner output. No generic slides—just seeing it in action.

Show Me What Pixee Would Fix
SAST Tools
Fortify Checkmarx Veracode SonarQube Semgrep CodeQL Snyk Code
Repositories
GitHub GitLab Bitbucket Azure DevOps
Deployment
Cloud On-Premise Air-Gapped

Addressing Your Concerns Directly

Those tools are extensions of their detection platforms—they generate generic patches without understanding your codebase. Industry baseline for these tools is sub-20% merge rates.

Pixee achieves 76% merge acceptance because we:

  • Use YOUR existing validation libraries (not generic replacements)
  • Match YOUR coding conventions and architectural patterns
  • Understand YOUR SAST findings in application context
  • Provide clear explanations that make sense to YOUR developers

Those tools are locked to their own scanning platforms. Pixee is purpose-built as a Resolution Platform that works with ALL your SAST investments:

  • Scanner-Agnostic: Works with 50+ SAST tools simultaneously
  • Unified Workflow: Single pane of glass for all scanner outputs
  • Better Accuracy: Validates findings across multiple scanners
  • Higher Quality: 76% merge rate vs. their sub-20% average

Think of Pixee as the "last mile" that turns ALL your SAST investments into actual risk reduction.

We use exploitability analysis to validate which SAST findings are actually exploitable in YOUR code context:

  • Code Path Analysis: Is the vulnerable code actually reachable?
  • Authentication Context: Is it behind authentication boundaries?
  • Input Validation: Are there defensive layers already in place?
  • Runtime Behavior: Would this actually execute in production?

Example: Your SAST tool flags SQL injection in dead code. Pixee recognizes it's unreachable and filters it out. Result: 2,000 low-fidelity alerts become 50 high-fidelity fixes.

Every fix passes through three independent validation layers before reaching your developers:

Layer 1: Constrained Generation—AI receives only security-relevant code context and established remediation patterns (OWASP, SANS). No experimental approaches.

Layer 2: Fix Evaluation Agent—A separate AI inference call validates each fix against a multi-dimensional quality rubric: Safety, Effectiveness, Cleanliness. Fixes failing any threshold are automatically rejected.

Layer 3: Your Existing Controls—PR-only workflow, your code review processes, your CI/CD test suites, and your SAST tools re-scan the proposed fixes.

The 76% merge rate proves the quality controls work.

Yes, with proven results across some of the largest companies in the world:

  • Fortune 500 Financial Institution: Cleared 2,000 SAST findings in 60 days
  • Global Investment Firm: Resolved 5,000 vulnerabilities in 90 days
  • Leading SaaS Platform: Reduced SAST backlog by 74% in first quarter

Pixee handles BOTH automatic triage (eliminating 60-70% false positives) AND fixes (76% merge rate). Your developers focus on the complex 26-30% that genuinely need human expertise.

Yes. Pixee offers complete on-premise and air-gapped deployment options:

  • Your code never leaves your environment
  • SAST results stay in your data center
  • Full functionality with self-hosted deployment
  • SOC2, ISO 27001, and GDPR compliant

We support self-hosted SAST integrations running in your data center or VPC with the same 76% merge rate and 74% triage reduction.

Most teams see value within hours:

  • Hour 1: Connect SAST tool and repository
  • Hour 2: First fixes generated and reviewed
  • Day 1: 10-20 vulnerabilities resolved
  • Week 1: 100+ fixes merged
  • Month 1: 74% reduction in triage burden achieved

No professional services needed. Your existing SAST configuration works as-is.

That skepticism is healthy—and exactly why Pixee works differently. Every fix passes through multiple validation layers before code review:

  • Fix Evaluation Agent validates each fix using a separate AI inference call with strict quality rubric
  • Fixes failing quality thresholds are automatically rejected—never shown to developers
  • Familiar Patterns: Fixes use YOUR libraries and conventions
  • Clear Explanations: Every change documented with CVE context
  • Full Control: Standard git workflow, rollback anytime

The 76% merge rate speaks for itself—developers trust Pixee because the fixes make sense in their codebase.

No, Pixee amplifies your SAST investment:

  • Keep using Fortify, Checkmarx, Veracode, or SonarQube
  • Pixee makes them 10x more valuable by fixing what they find
  • Turns "vulnerability theater" into actual risk reduction
  • Transforms AppSec from bottleneck to force multiplier

We're the Resolution Platform that makes your Detection Layer actionable.

Security
SOC2 Type II
Compliance
ISO 27001
Privacy
GDPR Compliant
Deployment
Air-Gapped Available