Shaun Patrick Stewart
Shaun Patrick Stewart is an operations and growth leader based in Orlando, Florida. He was born in Fort Myers and raised in North Fort Myers. He consults on operations, develops business, builds companies, and engineers AI systems, including a custom agent harness he has developed since 2024.
Since 2024 my focus is AI harness and systems engineering, alongside a new round of building companies and web development, SEO, and digital marketing. Behind it are 20 years of running, fixing, and scaling businesses in Florida. Both go into every project.
What I bring: AI engineering and 20 years of operations
AI harness and engines
The tools, rules, checks, and memory that let AI agents do engineering work on their own, since 2024. One example: an AI operations engine, software of 15 phases and 93 steps that takes a very complex process and makes it structured, fine-tuned, and dependable. A step that fails its check does not move forward.
Operations and management
20 years running operations and managing teams at growing companies.
Consulting and business development
20 years helping companies fix their operations, win customers, and grow.
Building companies and web
A new round of company building, plus software, websites, SEO, and digital marketing.
The engine, the operations record, and the business development are one package. How the harness work started
Results in operations and growth
- 2–3× weekly production, at three different companies
- ~70% fewer daily reworks, even after production doubled
- Loss → Profit One company pulled out of bankruptcy and kept profitable
- ~$11M a year in revenue at the Tampa company where I ran operations
- Zero → Seven Figures Two companies built from a home-based start, with no outside capital
- 20+ Years of operations work, all in Florida
From the shop floor to AI engineering
- Stone countertops, 2002. Started on the production floor in granite and marble, with my hands on the product before anyone handed me a title.
- CNC machining and CAD. Shop work turned into machine work: CNC programming, 2D CAD, and production that had to hit the board every day.
- Operations management. Ran the CNC, CAD, shop, and installation departments for a Tampa company doing about $11 million a year, and earned the company MVP award.
- Turnaround consulting, 2011–2016. Brought in to restructure Florida fabrication companies. Doubled or tripled production, cut reworks about 70%, and pulled one company out of bankruptcy.
- Growth and automation, 2016–today. Built two kitchen and bath remodeling companies to seven figures and turned job-management software into a system that runs the day on its own.
- Harness, systems, and software engineering, 2024–today. A custom AI agent harness, engines with a check on every step, software built from scratch, and websites with SEO and digital marketing.
What Shaun Patrick Stewart does
Harness and systems engineering
AI agent harnesses and multi-step engines that do the work right without being watched.
Operations consulting and management
Fix how a company runs, from production and process to people: find the errors it has learned to live with and fix them at the root.
Business development and building companies
Start new companies and grow existing ones, with a consultative sales system that grows in step with what the business can deliver.
Software and web development
Software built from scratch on my harness, plus websites, SEO, and digital marketing, built against a strict checklist.
The shop-floor years behind all of this, from CNC programming to automating job flow, are on the CNC and automation page.
Florida, start to finish
Born in Fort Myers. Built a career in Tampa. Based in Orlando. I’ve worked in Tampa, Orlando, Sarasota, Jacksonville, and Fort Myers, and I take on consulting, company-building, and systems engineering work anywhere in Florida, across the U.S., and worldwide. Where I work in Florida
Common questions about Shaun
Who is Shaun Patrick Stewart? Shaun Patrick Stewart works in AI harness and systems engineering, software and web development, business operations and consulting, and business development, based in Orlando, Florida. Since 2024 he has built a custom AI agent harness and multi-step AI engines, and uses them to build software and systems from scratch. He brings 20 years of running, consulting for, and growing businesses, most of it in Florida’s stone-fabrication and manufacturing industry. More about Shaun
Where is Shaun Patrick Stewart based? Orlando, Florida. He was born in Fort Myers and worked in Tampa from 2002 to 2011. Shaun Stewart in Florida, city by city
How do I work with Shaun? Book a video call or email contact@shaunpatrickstewart.com. All FAQs
Have a business that needs better systems and better operations?
Tell me what you’re working on. I’ll tell you honestly whether I can help.