AI-accelerated development, secured: the MoneyGram story

The harness: design through merge

Clear the backlog.
Prevent the next one.

Triage clears the 95% that's noise and ships fixes that merge. Foresight catches the next risk before it's code.

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This is 8 hours of work done in 8 minutes. The fixes are already in code review.

One platform, design through merge

Your scanners find vulnerabilities. Pixee triages them and resolves what matters. We ingest findings from any scanner, triage, prioritize and fix what is truly exploitable.

Merge Rate

76%

Backlogs Cleared

5,200+

Design-stage security

A living threat model for every app

Foresight works from the spec, before any code exists, and turns it into a threat model that stays current as the code changes. Know any app's real exposure without a week of reading its code.

System Overview Exposure Attack Surface

Live · regenerates on commit

System overview · payments service

Client → API Gateway → Auth Service → Payments DB

! Unauthenticated path to PII.API Gateway can reach Payments DB, skipping the Auth Service.

Extracted security guarantees

✓Every payment route requires an authenticated sessionholds · verified in code

✓PII encrypted at restholds · verified in code

!Admin export assumes gateway authdrift · code diverged from the design

Generated by Pixee — regenerated as the code changes.

How Foresight keeps it living

Design Review

Reads the design before any code exists and flags the decisions that create risk — while they're still cheap to change.

Guarantee Extraction

Turns the security guarantees the design commits to into checkable requirements — so the model knows what the app must enforce.

Drift Detection

Watches for code diverging from those guarantees and flags the gap — the model stays true instead of going stale.

See Foresight →

The Solution

Capabilities & Coverage
Enterprise Grade

Built to handle the complexity of modern software development. Pixee unifies findings from your entire security stack and provides the intelligent capabilities to actually fix them.

Intelligent Triage Engine

Most findings do not need remediation. Pixee proves which ones do. Reachability analysis traces code execution paths to separate exploitable vulnerabilities from theoretical ones.

95%+

Reduction in False Positives

WHY PIXEE

The Pixee Context Graph

The Pixee Context Graph understands your codebase patterns and architectural constraints. It learns your team's patterns, policies, and preferences to ensure every fix reflects how your team codes.

Automated Fix Generation

Production ready code that passes your tests. Runs three validation layers: syntax, tests, and policy compliance.

76%

Merge Rate

Enterprise Scale

Self-hosted, air-gapped, or cloud deployment options. SOC2 & ISO27001 compliant.

Air-Gap Ready

Covers every scanner

Pixee ingests findings from all security tools, normalizes the data, cuts the noise, and applies your context to fix what matters across every source. We're a platform not a point solution.

Scanner Agnostic

SAST Coverage

Ingests findings from SonarQube, CodeQL, Semgrep, and every major SAST tool. Surfaces what's actually exploitable.

SQL Injection

XSS Prevention

SCA Coverage

Software composition analysis findings and open source dependency vulnerabilities. Handles 2 to 4x more findings than SAST.

CVE Remediation

Dependency Updates

EXPLOITABILITY ANALYSIS

BETA

DAST & Pen Testing

Ingests dynamic findings, pen test reports, and bug bounty submissions. Finds the code behind each one, adjudicates, and ships the fix.

Most secrets a scanner flags aren't secrets. Pixee reads the code to tell the real ones from the noise. Triage, not auto-fix.

Hardcoded keys

API Tokens

Triage, Not Auto-Fix

Integrations

Works with your stack

Pixee connects with the tools you already use. From code repos to scanners and CI/CD, we orchestrate your entire remediation workflow.

SAST, SCA

SAST, SCA, SCM

SCA

SAST

SAST, SCA

SAST

SCA

SAST, SCA

For Security Teams

Eliminate 74% of manual triage time. Handle tens of thousands of repositories with current headcount.

For Developers

Reduce security work from 6 hours to 5 minutes. 76% merge rate proves fixes are production quality.

For CISOs

Mean time to remediation drops to 2 days. Meet SEC and EU CRA compliance requirements.

Context engineering

From Systems of Detection
To Systems of Decision

Your Existing Stack

The "What Exists" Layer

SAST

[SQL Injection in auth.ts] [XSS in profile.tsx] [Hardcoded Secret] [Insecure Randomness] [SQL Injection in auth.ts] [XSS in profile.tsx] [Hardcoded Secret] [Insecure Randomness] [SQL Injection in auth.ts] [XSS in profile.tsx] [Hardcoded Secret] [Insecure Randomness]

SCA

[Log4j Critical CVE-2021-44228] [Lodash Prototype Pollution] [Outdated React Version] [Express ReDoS] [Log4j Critical CVE-2021-44228] [Lodash Prototype Pollution] [Outdated React Version] [Express ReDoS] [Log4j Critical CVE-2021-44228] [Lodash Prototype Pollution] [Outdated React Version] [Express ReDoS]

ASPM

[Publicly Accessible S3 Bucket] [Shadow API Endpoint Detected] [PII Data Exposure] [Unencrypted Traffic] [Publicly Accessible S3 Bucket] [Shadow API Endpoint Detected] [PII Data Exposure] [Unencrypted Traffic] [Publicly Accessible S3 Bucket] [Shadow API Endpoint Detected] [PII Data Exposure] [Unencrypted Traffic]

JIRA

[SEC-1029: Fix Critical Vuln] [SEC-1030: Dependency Review] [SEC-1031: Patch Management] [SEC-1032: Audit] [SEC-1029: Fix Critical Vuln] [SEC-1030: Dependency Review] [SEC-1031: Patch Management] [SEC-1032: Audit] [SEC-1029: Fix Critical Vuln] [SEC-1030: Dependency Review] [SEC-1031: Patch Management] [SEC-1032: Audit]

Pixee's Context Graph

The "Why It Happened" Layer

Every security decision leaves a trace.

Not just a snapshot. A history.

The 4 Layers of Context

How Pixee builds your organization's institutional memory

Process Context

Security policies, architectural patterns, governance rules.

The "what should happen"

Raw Context

Code, scanner findings, dependencies, configurations.

The "what exists"

Kinetic Context

Exploit verification, reachability analysis, cross-scanner correlation.

The "what is exploitable"

Human Feedback Context

Merge/reject patterns, organizational preferences, precedents.

The "what you trust"

"We used to audit the code. Now the thing writing the code also writes the tests that check it. So what has to be auditable is the reasoning: what the system knew, what it decided, and why. That's the layer we built."

Surag Patel, Pixee

Deployment Models

Choose your environment

Whether you need speed or sovereignty, Pixee runs where your code lives.

Cloud (SaaS)

For Speed & Simplicity

The fastest way to get started. Managed infrastructure, instant updates, and zero maintenance overhead. Always single-tenant, so your data is secure.

Instant onboarding via GitHub App

SOC2 Type II Compliant infrastructure

Automatic engine updates

Schedule Your Demo

Enterprise Preferred

Self-Hosted

For Control & Sovereignty

Complete data control. Run Pixee inside your VPC or air-gapped environment. Your code never leaves your perimeter.

Zero data egress required

Custom model finetuning on your code

Meet stringent enterprise security requirements

Schedule Your Demo

Your backlog's been growing for years.

Let's fix that this month

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Do Not Sell or Share My Personal Information

Clear the backlog.Prevent the next one.

One platform, design through merge

A living threat model for every app

Design Review

Guarantee Extraction

Drift Detection

Capabilities & CoverageEnterprise Grade

Works with your stack

For Security Teams

For Developers

For CISOs

From Systems of DetectionTo Systems of Decision

Your Existing Stack

The 4 Layers of Context

Process Context

Raw Context

Kinetic Context

Human Feedback Context

Choose your environment

Clear the backlog.
Prevent the next one.

Capabilities & Coverage
Enterprise Grade

From Systems of Detection
To Systems of Decision