Vulnerability Remediation

What Is a Resolution Platform? The Missing Layer in Your Security Stack

A Resolution Platform bridges the gap between vulnerability detection and code remediation — automating triage and generating validated fixes that developers merge.

76%
Merge Rate
80%
FP Reduction
252d → hrs
MTTR Improvement
50+
Scanner Integrations
91%
Time Reduction Per Fix

Trusted by Fortune 500 security teams across financial services, retail, and technology

What Is a Resolution Platform?

A Resolution Platform is a security architecture layer that bridges the gap between vulnerability detection and code remediation. It automates triage — filtering 80%+ false positives through exploitability analysis — and generates context-aware code fixes that match your codebase conventions, validates changes through multi-layer testing, and delivers fixes as native pull requests. The result: mean time to remediate drops from 252 days to hours.

The Detection-Resolution Gap — Why Finding Vulnerabilities Is Not Enough

The enterprise security industry invested billions in finding vulnerabilities. It worked. Organizations now run an average of 5.3 scanning tools — SAST, SCA, DAST, container scanning, and more. Each one finds thousands of issues.

The problem is what happens next. Or rather, what does not happen next.

66% of organizations have more than 100,000 vulnerabilities in their backlog (Ponemon Institute, 2024). Critical flaws sit unpatched for an average of 252 days (Veracode State of Software Security, 2024). Scanners report 71-88% false positive rates (Black Duck 2025, JFrog 2025), which means AppSec teams spend the majority of their time investigating findings that turn out to be noise.

The math is simple and unsustainable:

  • 5.3 tools generate findings
  • Zero tools fix them at scale
  • 100:1 developer-to-AppSec ratio means manual review cannot keep up
  • 81% of organizations knowingly ship vulnerable code (Checkmarx, 2026)

This is not a detection problem. Detection is solved. It is a resolution problem.

Twenty years of investment in finding vulnerabilities produced a generation of security tools that are excellent at generating alerts and terrible at eliminating them. The gap between detection and resolution is the single largest structural failure in enterprise application security.

The Four-Layer Security Stack

Every mature enterprise security program has three established layers. The fourth is missing.

1

Prevention

Secure coding training, security champions programs, architectural guardrails. Purpose: reduce the number of vulnerabilities introduced. Market maturity: established.

Established
2

Detection

SAST, SCA, DAST, container scanning, secrets detection. 5.3 tools per team on average. Multi-billion-dollar category with Snyk, Checkmarx, Veracode, SonarQube, Fortify, and dozens more.

Mature
3

Response

SIEM, SOAR, incident response platforms. Detect and respond to attacks in production. Well-established analyst frameworks and billion-dollar vendors.

Mature
4

Resolution (The Missing Layer)

Automated triage and remediation. Eliminates false positives, generates validated code fixes, and delivers them in developer workflows. No Gartner Magic Quadrant. No established vendor category. This is the gap.

New

The Resolution layer is the reason 66% of organizations have six-figure vulnerability backlogs despite spending millions on detection. Detection finds the problems. Resolution fixes them.

How a Resolution Platform Works

A Resolution Platform operates in four stages. Each stage addresses a specific failure point in the current vulnerability management workflow.

1

Ingest

Connect to any vulnerability scanner — SAST, SCA, DAST, or container scanning — via SARIF import or native integration. A Resolution Platform is scanner-agnostic by design. It does not replace your detection tools. It makes them useful by acting on their output. Leading platforms integrate with 50+ scanning tools including SonarQube, Snyk, Checkmarx, Veracode, Semgrep, CodeQL, Fortify, and more.

50+ integrations
2

Triage

AI-powered investigation eliminates false positives before any fix is generated. This is not simple reachability analysis. It is exploitability analysis — determining whether an attacker can actually exploit a vulnerability in your specific environment by analyzing code execution paths, authentication boundaries, internet-facing exposure, and existing defensive layers.

80% false positive reduction
3

Fix

Context-aware code generation produces fixes that match your codebase conventions. The platform understands your validation libraries, error handling patterns, architectural decisions, and coding style. Fixes are validated through static analysis, dynamic testing, and test suite execution before being proposed.

76% developer merge rate
4

Deliver

Fixes arrive as native pull requests in your existing workflow — GitHub, GitLab, Bitbucket, or Azure DevOps. No new tools to learn. No separate interface. Developers review code changes using the same process they use for any PR. The platform never auto-commits. Developer review is always preserved.

See the Resolution Platform in Action

Watch automated triage and remediation transform your scanner findings into verified, merge-ready fixes.

Schedule Demo

Resolution Platform vs Detection Tools

Complementary, not competitive. Detection tools find vulnerabilities. Resolution Platforms fix them.

Capability Detection Tools (SAST/SCA/DAST) Resolution Platform
Finds vulnerabilities Yes Ingests from detection tools
Eliminates false positives No — 71-88% FP rate (Ponemon) 80% reduction via exploitability analysis
Generates code fixes No Context-aware, convention-matching
Validates fixes before delivery No Static + dynamic + test validation
Delivers to developers Tickets, reports, dashboards Native pull requests
Developer merge rate N/A (manual fix required) 76% (accepted without modification)
Time to remediate 252 days average (Veracode SOSS) Hours
Learns from developer feedback No Reinforcement from merge/reject decisions

The relationship is complementary, not competitive. Detection tools are essential. They identify the vulnerabilities that exist in your codebase. A Resolution Platform makes those detection tools more valuable by acting on their findings at scale.

Resolution Platform vs ADR — Protection vs Cure

ADR (Application Detection and Response) is a different category addressing a different problem. The two are complementary.

Dimension ADR Resolution Platform
Primary function Detect and respond to attacks at runtime Triage and remediate code vulnerabilities
When it acts Runtime — in production Pre-production — in development workflow
What it changes Blocks or monitors traffic Changes source code
Developer involvement None — security-only tool Developers review and merge fixes
Backlog impact None — does not fix root cause Directly reduces vulnerability backlog
Attack surface reduction Temporary — shields the vulnerability Permanent — eliminates the vulnerability

ADR protects. Resolution Platforms cure. Organizations with mature security programs use both. ADR handles runtime threats while Resolution Platforms systematically eliminate the code vulnerabilities that create those threats.

Who Needs a Resolution Platform?

CISOs & VPs of Security

Backlog Trending to Zero

Your backlog is 100,000+ and growing. 5.3 tools detect but cannot keep up with fixes. Board wants measurable risk reduction. 252-day MTTR is regulatory liability under EU CRA and SEC. A Resolution Platform delivers the metric you need: backlog trending to zero with auditable evidence.

Heads of Application Security

From Bottleneck to Force Multiplier

Your analysts spend the majority of their time on manual triage. You are the bottleneck between scanners and developers. A Resolution Platform automates triage — reducing false positive noise by 80% — and delivers fixes directly as PRs.

VPs of Engineering

Security Without Context Switching

Security tickets get deprioritized as JIRA items competing with product work. Developers lose hours each week to security toil. A Resolution Platform delivers fixes as pull requests — the format developers already work in. 76% merge without modification.

Security Engineers

Scale Beyond Manual Review

A team of 14 supporting 500 developers. Findings “go back to us” but do not get triaged. A Resolution Platform handles triage and fix generation at a scale impossible to do manually. Focus on strategic security work instead of alert toil.

Build vs Buy — Should You Build Your Own?

Building your own Resolution Platform sounds reasonable — until the numbers surface. 65% of AI development costs materialize after deployment — ongoing maintenance, model drift, edge case handling, and integration updates. 35% of large custom software projects are abandoned before completion (Standish Group CHAOS, 2024). And the “zombie tool” problem — internal tools that technically work but that no one maintains or improves — is endemic in enterprise security engineering.

Before committing engineering resources to building what already exists, consider the full cost of ownership.

Industry Benchmarks — With and Without a Resolution Platform

Metric Without Resolution Platform With Resolution Platform Source
Mean time to remediate 252 days Hours to days Veracode SOSS 2024 / Pixee
False positive rate 71-88% Reduced by 80% Ponemon / Black Duck 2025 / Pixee
Developer merge rate N/A (manual process) 76% Pixee Platform Data 2025
Triage analyst time consumed 50-80% of workweek 80% fewer findings to review Ponemon / Pixee
Backlog trajectory +11 net new per app/month Trending to zero Contrast Security / Pixee

These are not theoretical projections. The “without” column reflects published industry benchmarks from Veracode, Ponemon Institute, and Contrast Security. The “with” column reflects measured outcomes from Resolution Platform deployments.

Expert Perspective

The security industry has spent two decades and billions of dollars getting better at finding vulnerabilities. The missing architectural layer — the one that actually resolves them — is what a Resolution Platform provides.

AD

Arshan Dabirsiaghi

CTO & Co-Founder at Pixee • Former OWASP Board Member

Frequently Asked Questions

A Resolution Platform is a security tool category that automates the triage and remediation of vulnerabilities found by SAST, SCA, and DAST scanners. It bridges the gap between detection — finding issues — and resolution — fixing them — by filtering false positives through exploitability analysis and generating validated code fixes delivered as native pull requests.
SAST tools find vulnerabilities in source code. Resolution Platforms fix them. A SAST tool like SonarQube or Checkmarx generates findings and reports. A Resolution Platform ingests those findings, filters false positives through exploitability analysis, generates context-aware code fixes that match your codebase conventions, and delivers them as pull requests. The two are complementary — Resolution Platforms make SAST tools more valuable by acting on their output.
ADR — Application Detection and Response — monitors and protects applications at runtime by detecting attacks and blocking malicious traffic. A Resolution Platform fixes the underlying code vulnerabilities, eliminating them permanently. ADR is a shield that protects while the vulnerability remains. A Resolution Platform is the cure that removes it. Most mature security programs use both for defense in depth.
Yes. Resolution Platforms are scanner-agnostic by design. They integrate with multiple scanning tools simultaneously — including SonarQube, Snyk, Checkmarx, Veracode, Semgrep, CodeQL, Fortify, and more — via SARIF import and native integrations. This consolidates findings from across your security tool portfolio into a single remediation workflow, eliminating the multi-dashboard problem.
Through intelligent triage using specialized investigator agents, contextual code analysis, and your organization’s security policies. The triage engine analyzes code execution paths, authentication boundaries, and existing defensive layers to determine whether a vulnerability is actually exploitable in your specific environment. Findings classified as not exploitable include full evidence trails for audit compliance. Leading platforms achieve 80% false positive reduction.
It means developers accept and merge 76% of automated fix pull requests after reviewing them — without requesting changes. This is the key adoption metric for any Resolution Platform. A high merge rate indicates that fixes match developer expectations for code quality, coding style, and correctness. For context, generic AI coding assistants achieve below 20% merge rates on security fixes. The difference is purpose-built security specialization.
No. AI code review tools assess code quality across multiple dimensions — readability, maintainability, performance. Resolution Platforms specifically target security vulnerabilities, using security-specialized models, multi-layer fix validation, and deep scanner integration. The specialization matters: generic code review tools lack the vulnerability-specific exploitability analysis, the curated security rule knowledge base, and the scanner normalization layer that Resolution Platforms require.
Initial setup typically takes under one hour. Connect your scanners, point to your repositories, and the platform begins generating fix pull requests. Full organizational rollout — including graduated automation levels, team onboarding, and policy configuration — takes 30-60 days for most enterprises. Self-hosted and air-gapped deployment options are available for regulated industries.