For Engineering Orgs

The same engineering rigor — applied inside your dev org

Ship AI-powered code review, agentic pipelines, and developer-productivity tooling, built by someone who's run CI/CD across 100+ daily branches and led 60+ engineers. Not a consultant who's read about it — an engineer who's done it in production.

Book a Strategy Call → $15K–$50K projects · $3K–$8K/mo advisory
Who it's for

For teams that want AI in the pipeline, not just in a Slack thread

Every engineering org is being told to "use more AI." The hard part isn't the idea — it's integrating it into a real codebase, a real CI/CD pipeline, and a real team's workflow without breaking what works or shipping something nobody trusts.

That's the gap I close. I've spent 15 years building and scaling production systems — millions of lines of code, hundreds of daily deploys — and I've put AI into those pipelines in compliance-bound environments where "move fast and break things" is not an option. I bring that into your org and leave you with tooling your engineers actually use.

SaaS & B2B Platforms EdTech FinTech Healthcare Tech In-House Dev Teams
What I build

Tooling that earns its place in the pipeline

Concrete systems that cut review time, catch errors earlier, and free your engineers from the work that drains velocity.

AI-powered code review in CI/CD

Automated review on every PR that catches bugs, regressions, and style issues before a human spends time on them.

Agentic coding & automation pipelines

Multi-step agents that handle scoped engineering tasks end to end inside your existing workflow.

Error remediation & incident triage

Pipelines that surface, classify, and propose fixes for production errors — shrinking time-to-resolution.

Test automation & flaky-test analysis

Expanded coverage plus systematic detection of the flaky tests that erode trust in your suite.

Custom internal tools & MCP servers

Purpose-built tooling and Model Context Protocol servers that connect AI to your systems safely.

Legacy codebase modernization

AI-assisted refactoring and modernization of the older systems your team is afraid to touch.

How we work together

Two ways to engage

Project

Build a specific system

$15,000 – $50,000 per project

A defined deliverable with a clear scope and milestones — AI code review in your CI/CD, an agentic pipeline, a modernization effort, or a custom internal tool. Delivered incrementally, with working code at every checkpoint, and handed off with documentation.

Advisory

Fractional technical leadership

$3,000 – $8,000 per month

Ongoing fractional-CTO or technical-advisory support — architecture decisions, AI strategy, CI/CD direction, and hands-on guidance for your team. For orgs that need senior engineering judgment without a full-time hire.

Track record

This is my actual background

I've built and managed CI/CD for 100+ daily branches across large engineering teams, trained 60+ engineers on AI-assisted development, and run production AI — agentic workflows, automated code review, error remediation — every day inside FERPA-bound education systems. The tooling I'd build for you is the tooling I've already shipped.

Let's talk about your pipeline

Bring the bottleneck — slow reviews, flaky tests, a legacy system, an AI initiative that's stalled — and I'll tell you straight what's worth building and how I'd approach it.

Book a Free Call →