AI that ships
to production.

Most AI projects fail at the foundation. We fix the foundation first, then deploy the AI layer that actually works. Discovery, data, systems, intelligence. Four phases, triaged for impact.

Free · 5 minutes · No sales pitch · Scored instantly

Experience from
IBM · E*TRADE · Pitney Bowes · 25+ years in production

Your team is already using AI.
The question is what you are going to do about it.

ChatGPT is open in a dozen tabs right now. Copilot is writing code. Gemini is rewriting emails. The shadow-AI is here. What matters is whether it is safe, whether you can see it, and whether you are getting real return on it.

Your team already uses AI.

Without a plan, a policy, or a governed path to production. Data crossing boundaries you do not see. Prompts carrying IP you did not approve. The risk is already live.

The reality

Make it safe.

Classification, governance, and guardrails that let you say yes responsibly. Approved tools. Purpose-based access. Every action logged. You know what is crossing your network and what is not.

The work

Get real, controlled ROI.

Anecdotes are not numbers. Every workflow instrumented with evaluations, cost tracking, and business-impact measurement. You know what is working, what is not, and exactly what it is worth.

The outcome

Why clients pick us over
the alternatives.

Every other option has a compromise. Big consulting firms bill for armies of juniors. Training firms leave you with a certificate. Dev shops lack the enterprise chops. Here is what you get instead.

01

No consultant markup.

Big consulting firms charge for partners, principals, managers, seniors, and a dozen juniors learning on your dime. You do not need twenty people to build one system. You need one engineer senior to the root. No partner track. No bench-filling.

02

We build, not just train.

Training firms leave you with slides and a certificate. We ship the production system and hand you the keys. Training is included where your team needs it, but the deliverable is working software, not a curriculum.

03

Every layer of the stack.

Twenty-five years across code, AI, SRE, infrastructure, Windows, Linux, databases, and integrations. One person who has built production systems at every layer, not three teams arguing about the seam.

04

Built on what you already have.

We do not rip and replace. We audit what you run, extend it where needed, and integrate the AI layer on top. Your existing investment is part of the plan, not collateral damage.

Four phases. One method.
Foundation first.

How we take you from AI uncertainty to AI in production. Each phase makes the next one possible. We run them in parallel where we can and in sequence where dependencies demand it.

Not sure which phase is yours? Take the 5-minute Assessment — we will score you across all four.

Choose your run.

Durations are fixed. Phases inside are dynamic. We triage based on your systems, your people, and the complexity of what is actually broken.

Free

Assessment

5 minutes · Instant

$0

Twenty questions. Scored across all four phases. Tells you where you stand before anyone talks money.

  • Self-serve, no call
  • Written result
  • Per-phase score
Start the Assessment →
Sprint

One-Month Run

1 month · Fixed scope

from $45k

Triage and stabilize the most critical issue. Ship a targeted fix and a roadmap for what comes next.

  • Rapid intervention
  • One critical problem, solved
  • Next-step roadmap
Talk to Chris →
Enterprise

Six-Month Run

6 months · All phases

Custom quote

End-to-end. All four phases, dynamically sequenced. From audit to AI in production. Retainer available after launch.

  • Audit through Intelligence
  • Decision platform deployment
  • Evaluations and AI Ops
Talk to Chris →

Numbers that
actually matter.

25+ Years in production Enterprise systems at scale
3 Fortune-500 employers IBM · E*TRADE · Pitney Bowes
160+ Open source projects Tools built in client work, released
$20M+ Delivered Production systems, not pilots

The model is not the problem.
The foundation underneath it is.

Every AI project that fails, fails for the same reason. Data nobody trusts. Infrastructure no one can reproduce. Integrations held together with tribal knowledge. We do the work most consultancies skip. When the foundation is sound, the AI layer on top is the easy part.

Answers to what
everyone asks first.

What is the AI Readiness Assessment?

Free, 20 questions, 5 minutes. Scored across all four phases. Written result instantly. No sales call.

How long does a typical engagement take?

One, three, or six months. Durations are fixed. Phases inside are dynamic — we triage based on systems, people, and complexity.

Do you work with existing engineering teams?

Yes. We build end-to-end or work alongside your team as architects and reviewers. Same methodology either way.

What industries do you serve?

Financial services, healthcare, logistics, manufacturing, enterprise operations. Anywhere compliance and reliability matter.

Do you offer training?

Included in every engagement. We do not sell standalone courses. The deliverable is a working system.

What does this cost?

Assessment is free. One-Month Runs from $45k. Three-Month Runs from $250k. Six-Month Runs quoted per scope.

Why foundation-first?

Every AI project that fails fails for the same reason. The model is not the problem. The foundation under it is.

Not sure where you stand?

Take the AI Readiness Assessment. Twenty questions. Five minutes. Scored across infrastructure, data, systems, and AI. You will know exactly what is between you and a working AI system before you spend a dollar.

☎ (877) 731-4155 · ✉ corp@watkinslabs.com · Atlanta, GA