AI Transformation · Engineering · Enablement

Not every business challenge can be solved with AI.

We focus on the ones that can.

In a 30-minute diagnostic, we'll tell you which of your AI ideas are worth building, which to buy off the shelf, and which to skip entirely. Then we build the ones worth building.

Meet Vladimir · 90 seconds
The Problem

Most AI projects never make it into how your team actually works.

Something gets built. It demos well. Leadership is excited.

Then six months pass. The team is doing the work the same way they always did. Or the tool is live, but nobody trusts it. Or it works most of the time but breaks on the cases that matter, and nobody can tell you why.

We call this the messy middle. It's the gap between a system that works and a system your team uses every day. It's where most AI projects die — not because the technology failed, but because the work around the technology never got built.

Evals. Guardrails. Feedback loops. Team adoption. Governance. The unglamorous work that decides whether AI becomes infrastructure or just another abandoned pilot.

That's what we do.

How We Work

We start with your business.
Not your stack.

Before we write any code, we do three things.

01

We map where work actually gets stuck.

Which teams carry hidden manual effort. Where a 10% gain moves the P&L vs. where it doesn't.

02

We kill the wrong projects first.

Not every business challenge can be solved with AI. The projects that survive a serious business case are the ones we build. The rest, we tell you to skip, buy off the shelf, or park.

03

We design for handoff from day one.

We come in as your AI engineers and architects. We leave when your team can run what we built without us. That's the point.

Proof

What that's looked like in production.

~30%Targeted profitability uplift

Sequenced AI roadmap for a global OTA competing with Booking and Hotels.com.

4,000+Hours unlocked annually

Organization-wide AI adoption program at Backbone.

Faster sales cycles

Fully-automated outbound engine for BaseClaims.

95%Reduction in onboarding time

AI onboarding agent for Regulars.

View all case studies
What Clients Say

Words from the teams we've handed things off to.

Vlad and his team at Elements completely transformed how we use Salesforce and approach sales. Our workflows were clunky, time-consuming, and not built for scale. They stepped in, streamlined our processes, automated key tasks, and introduced AI-driven insights that have made a huge impact. Now, our sales team works more efficiently, makes smarter decisions, and closes deals faster. Beyond just the technical side, they helped us rethink our entire sales strategy, setting us up for long-term growth.

RE
Rodrigo Espinosa
Owner · CitySupply

Vlad is an amazing developer that delivered extremely fast turnaround and was a pleasure to work with. It's hard to find developers that will think critically about your project and provide their suggestions — so Vlad was massively helpful in how we built out our AI tools.

LE
Leighton Emmons
Cofounder · SEO Agency

Working together with Vlad is a pleasure. He's a genius, he's organized, he understands the client's needs intuitively and delivers exceptionally well with what he's tasked to do.

BL
Benjamin Licht
Owner · BaseClaims
Honest Comparison

"Why not a freelancer? Why not Glean?"

Fair question. Here's the honest version.

Option A · The Freelancer

A freelancer will build what you ask for.

That's useful if you already know what to build. If you don't, you'll pay for a polished version of the wrong thing.

Option B · The SaaS Tool

A SaaS tool will solve one problem, the same way, for everyone.

That's the right answer for commodity workflows — email search, meeting notes, transcripts. It's the wrong answer when the way you do the work is part of your edge.

We sit in the decision before either of those. What's worth building. What's worth buying. What's not worth doing at all. Then we build or buy accordingly — and hand it to your team.

If the answer is "buy the SaaS," we'll tell you to buy the SaaS.

What Else We Do

We do this full-time, in public.

Podcast

Business AI Explained.

Conversations with executives pushing AI into production. Nine episodes live, from Google to VanMoof to Lemlist to ScorePlay.

Listen
Workshops

Hundreds of operators, every month.

Monthly workshops for owners and operators on AI adoption. Free to attend.

Join the next one
YouTube

Thousands of AI developers trained.

Weekly videos on the tools and patterns we use in production builds.

Watch
Featured

Google Cloud case study.

Our fintech agent project was featured in Google Cloud's case study series.

Watch

You already know if this is worth a call.

30 minutes. No deck. We'll tell you what we'd build, what we'd buy, and what we'd skip.