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AI engineering, untangled.

Your engineering team ships 10x more code with AI. We make sure it actually works.

The Problem

AI code generation crossed a threshold. Engineering teams went from 20% to 80% AI-generated code in weeks. The productivity gain is real.

So is the verification gap.

The errors changed. Not syntax — conceptual. Code that compiles but isn't connected. Features that exist in isolation but don't deliver value end-to-end. Functions written but never called.

The bottleneck moved from “can we build it?” to “does it actually work?”

40%

Average rate of AI-generated code that compiles but fails to deliver value end-to-end. Measured across our production AI systems.

What We Do

Diagnose

We assess your AI engineering output and tell you — with evidence — what percentage of it actually works end-to-end.

Implement

We build verification infrastructure into your existing pipeline. Your team ships with confidence, not hope.

Train

We teach your engineers to distinguish between “code exists” and “code delivers value.” The skill that matters most in AI-assisted development.

Sustain

The models change. The failure modes evolve. We keep your verification current as the landscape shifts.

Who This Is For

Engineering teams where AI generates 50%+ of new code

CTOs who know velocity increased but aren't sure quality did

VPEs managing AI adoption across multiple teams

Companies where "it compiles" has quietly replaced "it works"

Why Us

We didn't study this problem from the outside. We built a production system — entirely with AI — and discovered every failure mode firsthand. Then we built the methodology to fix it.

Our framework wasn't designed in a lab. It was forged from building, failing, measuring, and fixing. Every protocol exists because something broke without it.

Three decades across finance, insurance, healthcare, and technology — industries where “it compiles” has never been an acceptable standard.

Ewange Musonge

Founder

Columbia University, MS Technology Management

The problems worth solving are the ones everyone else walks away from. Three decades across insurance, finance, healthcare, consulting, and property technology — building systems where failure isn't an option.

Book a Diagnostic Call

30 minutes. No pitch. Tell us what your team is experiencing with AI-generated code and we'll tell you what we see.

Or email hello@fricktionless.com