AI Code Security Assistant (ACSA)
Ship Faster by Executing Infrastructure Changes All the Way Through Code
Gomboc works with your existing scanners to convert cloud and IaC issues into tested, merge-ready fixes delivered in Git. Powered by the ORL execution engine, Gomboc generates deterministic pull requests that engineers can review and ship.
Deterministic, standards-aligned pull requests close the gap between assessment and remediation.
How Upwork Eliminated IaC Remediation Backlog
Upwork, the world’s human and AI-powered work marketplace, used Gomboc to close cloud security gaps across hundreds of repositories without slowing engineers down.
“Instead of reviewing alerts, our engineers reviewed fixes. That shift saved weeks of manual work while improving consistency and security.”
- Shawn Chakravarty, Sr. Director of Active Defense, Upwork
Read the full case study
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What Makes Gomboc Different
From Findings to Fixes — Powered by Deterministic AI and the ORL Engine
Gomboc focuses on outcomes: generating correct, merge-ready fixes that engineers can trust. Powered by the ORL execution engine, Gomboc converts issues and policy guardrails into deterministic fixes delivered directly in code.
Every remediation follows a controlled execution path. No hallucinated code. No guesswork. Over 94% of fixes are accepted as-is and delivered as pull requests in Git workflows, enabling continuous remediation without slowing delivery.
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Automation Flow
Fix Without Breaking Flow
Gomboc executes cloud security remediation directly inside your existing development workflow. When a misconfiguration is identified, the ORL execution engine generates a precise code fix and delivers it as a pull request ready for review, merge, and deployment. No tickets to chase. No vague recommendations to decipher. Just fixes that ship.
How Gomboc Works
Workflow Visualization
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Misconfiguration Identified
Cloud or IaC issues are detected through existing scanners, policies, or CI/CD checks. ORL evaluates the issue against your architecture, policy guardrails, and security standards to determine the correct remediation path.
Deterministic Fix Generated
The ORL engine generates a deterministic, standards-aligned fix that's precisely scoped and context-aware.
Fix Delivered in Code
The fix is delivered as production-ready code inside your repository, preserving normal engineering workflows.
Review, Merge, Deploy
Engineers review like any code change. Once merged, it flows through CI/CD, deploys to the cloud, and logs for audit and compliance. ORL ensures the remediation path remains deterministic and aligned with policy.
Let’s Remidiate
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Measurable
Not Weeks
What Changes When AI Fixes Ship Automatically
Gomboc replaces weeks of manual remediation with deterministic, merge-ready fixes that deliver measurable results from day one.
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100% Deterministic,
Standards-Aligned Fixes
Every fix Gomboc generates is accurate and produced the same way every time. No guesswork. No hallucinated code. Just infrastructure changes engineers can trust.
94%+ Fix Acceptance Rate, As-Is
The vast majority of Gomboc’s pull requests are merged without modification, reflecting high confidence in both accuracy and relevance.
$100K Savings per Cloud Workload
Equivalent to the cost of engineering effort avoided per workload.
MTTR Reduced From Months to Minutes
Automated, merge-ready fixes eliminate long remediation cycles and close security gaps as soon as issues are detected.
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50+ Engineering Days Saved per Cloud Workload, Annually
Engineers stop researching, rewriting, and revalidating fixes and spend that time shipping instead.
11× Reduction in Misconfiguration-Related Risk
Consistent, standards-aligned remediation reduces exposure and prevents drift without slowing releases or increasing operational overhead.
The Impact in Production
Gomboc.AI Reviews
Effortless Code Validation with Seamless Vscode Setup
I like the easy setup and integration of Gomboc.AI in Vscode...
Effortless Security Scanning with Quick PRs
I like how Gomboc.AI frees up time for me to do more interesting...
Automated Security Fixes, Slightly Sluggish
I love that Gomboc.AI is automated and doesn't require much...
Effortless Setup, Robust Security Aid
I find that Gomboc.AI makes it a lot easier to identify and remediate security vulnerabilities...
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Stay Ahead of the Curve
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AI Code Security Assistants (ACSA): Why the Category Matters
AI Code Security Assistants (ACSA) have moved from buzzword to board-level
The Future of DevSecOps Is Deterministic
For years, DevSecOps has aimed to integrate security seamlessly into every phase of the software development lifecycle. Despite major advancements in tooling and cultural practices,
AI In Cybersecurity: Where It Works And Where It Doesn’t
AI is now embedded across the security stack. It is in our SOC tooling, our testing pipelines, our vulnerability scanners and increasingly in our remediation workflows.
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AI Code Security Assistants (ACSA): Why the Category Matters
AI Code Security Assistants (ACSA) have moved from buzzword to board-level
The Future of DevSecOps Is Deterministic
For years, DevSecOps has aimed to integrate security seamlessly into every phase of the software development lifecycle. Despite major advancements in tooling and cultural practices,
AI In Cybersecurity: Where It Works And Where It Doesn’t
AI is now embedded across the security stack. It is in our SOC tooling, our testing pipelines, our vulnerability scanners and increasingly in our remediation workflows.
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