Real World AI Design
AI Strategy · Architecture · Deployment

Your competitors are using AI to run leaner, decide faster, and outpace you.

Real World AI Design builds AI systems for mid-market companies that have real operations, real data, and real problems to solve. We identify where AI fits, design the system, and get it into production.

40+ years enterprise technology
Certified: Microsoft · Google · Anthropic · OpenAI
Industries: Logistics · Manufacturing · Healthcare · Pro services
Systems built and deployed — not just designed
The Belief
AI doesn't fail because the model is weak. It fails because the system around it is incomplete.

Most AI pilots stall at the demo. Not because the models can't do the work, but because there's no data discipline, no integration plan, no governance, and no feedback loop. We build the system, not just the model. — Terry Williams, Applied AI Architect
The Method

Five domains. One operating model.

AI systems that work in production share a common architecture. Data flows in, intelligence applies to it, decisions are made, actions are taken, and feedback loops back to make the system smarter. Most AI projects skip three of these. Ours don't.

01

Data

Sources, quality, governance

02

Intelligence

Models, prompts, retrieval

03

Decision

Rules, workflows, guardrails

04

Action

Apps, automation, integration

05

Feedback

Monitoring, learning, improvement

How It Works

Three phases. Clear deliverables. No surprises.

Nothing starts until you know exactly what you are getting. Every phase ends with a concrete deliverable your team can act on.

I

Discovery & Assessment

We review your operations, your data, and your current technology. We identify where AI creates genuine value and where it does not. We back that recommendation with a written report your leadership team can act on immediately.

II

Design the Solution

We design the complete system before a line of code is written. You see how information moves, what the AI does with it, how it connects to your existing tools, and how success gets measured. Your team builds from that design with full clarity.

III

Build, Deploy & Lead

The system gets built. It connects to your existing platforms. Once it is live, we provide ongoing leadership to make sure it delivers and grows with your business.

Contact

Two ways to get started. Both are free.

01

Take the AI Readiness Assessment

Get a personalized report on where AI fits in your business. Takes under 10 minutes.

Take the Free Assessment
02

Book a 30-minute discovery call

A direct conversation about your operations and where AI creates real value for you. No pitch. No obligation.

Book a Discovery Call
About

Built by people who have seen what works and what does not.

Real World AI Design was built on one observation. Most companies that try AI waste their budget on the wrong problems. The tools are not the issue. The strategy is. Specifically, the absence of one.

Our work brings 40 years of enterprise technology experience to every engagement. We have designed and led large-scale systems across logistics, manufacturing, healthcare, and professional services. We have watched AI projects stall, fail, and succeed. We know the difference.

40
Years enterprise tech
4
Platform certifications
$10–150M
Client revenue range
100%
Built & deployed