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

Pixee automates eliminating false positives from SAST Scanners like Fortify, Checkmarx, Veracode, Snyk, and all others. From there, we automatically fix real vulnerabilities and pushing them into PR's developers actually trust.

Works with ALL major SAST tools
Eliminates 60-70% of false positives automatically
Transforms 2,000 low-fidelity alerts into 50 high-fidelity fixes
See Pixee Fix Your SAST Findings

Trusted by developers at

Github Pull Request showing automatic PRs from pixeebotFix and triage animation

The Reality of SAST Implementation

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Your team spends 50-80% of their time manually triaging SAST false positives instead of fixing real vulnerabilities
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After years of scanner false positives, developers ignore the findings. The well is already poisoned.
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Critical SAST findings sit in backlogs for months while attackers need just hours to exploit them

If This Sounds Familiar, You're Not Alone

"70% to 80% of the findings that come out of various code scanners are false positives. The triage effort is entirely manual and requires expertise."
Principal Security Architect
"We found the vulnerabilities. We know where they are. We need help getting them fixed. It's still a very manual, error prone, tension producing process."
Head of Application Security
Fortune 500 Financial Services
"Most findings on Fortify were marked as false positive. When the well is already poisoned, it's very hard to test developers' minds anymore."
Application Security Lead
Fortune 500 Technology Company
See How Pixee Solves These Problems

Watch Pixee Turn Alerts Into Merged Fixes

From vulnerability discovery to production deployment—automatically.

How Pixee Transforms Your SAST Investment

From Alert Fatigue to Focused Action
The Problem Today:
  • 2,000+ SAST alerts flooding your dashboard weekly
  • 71-88% false positive rate creating constat noise
  • Manual triage consuming 50-80% of team capacity
The Outcome with Pixee:
  • Automated validation with reachability analysis specific to your code
  • 60-70% false positives eliminated before they reach your team
  • 2,000 low-fidelity alerts become 50 high-fidelity fixes
From Ignored Findings to Trusted Fixes
The Problem Today:
  • Sub-20% merge rate for automated security fixes
  • Developers reject generic, context-free patches
  • 6 hours per fix when developers write from scratch
The Outcome with Pixee:
  • 76% first-time merge acceptance rate (4x industry baseline)
  • Fixes that feel native to your codebase
  • 5-minute review instead of 6 hour implementation
From Massive Backlog to Rapid Resolution
The Problem Today:
  • 252-day MTTR industry average
  • 10,000+ finding backlog growing faster than fixes
  • 5 fixes per week with manual capacity
  • Compliance risk from slow remediation
The Outcome with Pixee:
  • 7-day MTTR achievable target
  • 74% of findings auto-remediated
  • Thousands of fixes merged per quarter
  • Audit-ready security posture

Proven Results from Teams Like Yours

74%
Reduction in Manual SAST Triage
Burden
98%
Time Savings Per Fix 
6 hours to 5 minutes per vulnerability
76%
Merge Acceptance Rate
(vs. sub 20% baseline)
60-70%
False Positives Eliminated
2,000 alerts to 50 actionable fixes

See Pixee Triage & Fix Your Vulnerabilities

Book a 15-minute demo where we'll show how Pixee automatically triages and fixes real vulnerabilities from SAST scanner output.

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See How Pixee Works

Pixee sits between your existing detection tools (SAST/DAST/SCA) and deployment pipeline—creating the missing Resolution Layer that triages AND fixes vulnerabilities automatically.

FAQs

We've tried automated SAST fixes before (Fortify Auto-Remediation, Veracode Fix). Why is Pixee different?

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 a 76% merge acceptance rate 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

We're not generating generic fixes; we're creating context-aware changes developers actually trust.

How is Pixee different from Veracode Fix, Snyk Fix, or other SAST vendor solutions?

Those tools are locked to their own scanning platforms. Pixee is purpose-built as a Resolution Layer 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.

How do you eliminate 60-70% false positives from SAST output?

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

  1. Code Path Analysis: Is the vulnerable code actually reachable?
  2. Authentication Context: Is it behind authentication boundaries?
  3. Input Validation: Are there defensive layers already in place?
  4. 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.

How does Pixee ensure AI-generated fixes are production-quality?

Every fix passes through three independent validation layers before reaching your developers—most fixes are rejected before you ever see them:

Layer 1: Constrained Generation

  • AI receives only security-relevant code context and established remediation patterns (OWASP, SANS)
  • Prompts include specific coding pattern examples from industry standards
  • No experimental approaches—only proven security controls

Layer 2: Fix Evaluation Agent (Independent AI Validator)

  • A separate AI inference call with different context validates each generated fix
  • Multi-dimensional quality rubric with strict thresholds:
  • Safety: No behavior changes except fixing the vulnerability; no breaking API changes
  • Effectiveness: Correctly addresses the security issue without requiring manual refinement
  • Cleanliness: Proper formatting, indentation, no extraneous changes
  • Fixes failing any threshold are automatically rejected—never shown to developers
  • Only fixes passing all quality gates reach code review

Layer 3: Your Existing Controls

  • PR-only workflow (never direct commits)
  • Your code review processes apply
  • Your CI/CD test suites validate changes
  • Your SAST tools re-scan the proposed fixes
  • Standard Git rollback available

The result: Developers review production-quality fixes that have already been validated by AI before human review even begins. The 76% merge rate proves the quality controls work.

Can you really fix thousands of SAST findings automatically?

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

The key: Pixee handles BOTH automatic triage (eliminating 60-70% false positives) AND fixes (76% merge rate). **Our Fix Evaluation Agent rejects low-quality fixes automatically**, so your team only sees production-ready changes. Your developers focus on the complex 26-30% that genuinely need human expertise.

We run Fortify/Checkmarx on-premises. Will Pixee work with our deployment?

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.

What if our developers don't trust AI-generated code?

That skepticism is healthy—and exactly why Pixee works differently. We don't ask developers to trust AI blindly. Every fix passes through multiple validation layers before it even reaches code review:

Independent Quality Validation

  • Fix Evaluation Agent validates each fix using a separate AI inference call
  • Strict quality rubric covering Safety, Effectiveness, and Cleanliness
  • Fixes failing quality thresholds are automatically rejected—never shown to developers
  • Developers only see fixes that passed all automated quality gates

Developer-Centric Review Experience:

  • Reviewers, Not Authors: 5-minute review vs. 6-hour implementation
  • Familiar Patterns: Fixes use YOUR libraries and conventions
  • Clear Explanations: Every change documented with CVE context
  • Full Control: Standard git workflow, rollback anytime

Your Quality Gates Still Apply:

  • All changes flow through your code review process
  • Your CI/CD pipelines test every fix
  • Your SAST tools re-scan proposed changes
  • Nothing reaches production without your approval

The 76% merge rate speaks for itself—developers trust Pixee because the fixes are pre-validated by AI, make sense in their codebase context, and integrate with their existing quality controls.

Does Pixee replace our SAST tools?

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 Layer that makes your Detection Layer actionable.

How can I get started with Pixee?

Schedule a call with us and we'll help you evaluate your organization's needs to get you started with the right Pixee setup!

Ready to Stop Wasting Time on False Positives?

Your SAST tools are finding thousands of potential issues. Pixee ensures you only spend time on the ones that matter—and automatically fixes them with a 76% merge rate.
See How Pixee Solves These Problems
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