JPEN

AI Code Security Review

Code-level security review of AI-built applications and AI-enabled systems, from a developer's perspective — delivered as a report you can share outside your company.

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Use Cases

When clients come to us

Generative AI has made building faster, and code gets less scrutiny before release. We read it the way a developer would.

01

Before releasing an AI-built app

  • Authentication and authorization
  • Input validation
  • Handling of secrets such as API keys
  • Dependency review
02

On delivery from an outside vendor

  • Design versus implementation
  • Soundness of the permission model
  • Data protection
  • Configuration gaps in operation
03

Systems with AI features

  • Prompt injection defenses
  • What data is sent to external services
  • Safe handling of AI output
  • Usage logs and auditing
04

Internal tools and business systems

  • Exposure that was meant to be internal
  • Storage and deletion of personal data
  • Backup and recovery
  • Access rights review
Flow

How a review works

01

Scoping

We confirm the repository, architecture, exposure, and data involved, and set the review scope.

02

Code review

We check authentication, permissions, input handling, secrets, dependencies, and AI-specific risks.

03

Report

We write up the findings ranked by severity, with a remediation plan for each.

04

Remediation

We fix the issues ourselves or support your team in fixing them.

Approach

How it differs from scanning tools

Vulnerability scanners alone
Focus on known patterns
Business-logic flaws out of scope
Fixes are left to you
Wolkin code review
We read the code and the design
AI-specific risks included
We can take on the fixes
Common Questions

Questions we often hear

Do we need to share the source code?

Yes. We ask for read access to the repository or a copy of the code, under an NDA.

Can we share the report outside the company?

Yes. The report is written so you can share it where your business needs it — development vendors, security vendors, investors, lenders, and audits. The intellectual property in the report belongs to you.

How long does it take, and what does it cost?

We confirm the delivery date once we've seen the size of the review scope. Cost also depends on the size of the codebase; if you have a fixed budget, we can narrow the scope to fit it.

Take the first step with AI — talk to us

Executive decisions, workflow design, hands-on implementation — we help you sort it all out.

  • Free initial consultation
  • 30-min online session
  • Reply within 1 business day
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