Practical AI
Tools and workflows that actually help you ship.
Practical AI for people who run real businesses
Build systems. Solve real problems.
Practical AI workflows, automations, and tools for operators who want real leverage, not noise. Built in a working shop, not a slide deck.
Built for operators
No fluff, no theater. Just systems that hold up under pressure.
Real world tested
Everything here is used, broken, and refined on real jobs.
Shared freely
Receipts, caveats, and insights you can put to work this week.
What's inside
The Workshop.
Everything I've built, tested, or stripped for parts — organized by what it actually does for a business.
AI Workflows
Step-by-step systems that cut the four-hour job to twenty-five minutes.
Explore →Automations
Repeatable processes for intakes, follow-ups, content, and admin drag.
Explore →Tools & Resources
The short list of what's worth your money and what isn't.
Explore →Insights
Lessons, breakdowns, and behind-the-scenes case studies from real work.
Explore →
Fig. 02 — Ted Darling, Fort Smith, Arkansas.
About
I build. I test. I share what works.
Twenty-five years of building things that actually have to work — software, businesses, and on weekends, furniture and cars pulled out of a junkyard.
Army veteran. Primary developer on four SaaS companies. Shipped practical AI, automation, and workflow systems before the current hype cycle made it fashionable.
No theory. No hype. Just systems that hold up on a real job, plus the field notes from running them.
Trusted by operators and builders
1999
Building for the web
Long enough to see patterns repeat
4
SaaS companies
Primary developer experience
25+
Years shipping
Software, systems, and operator workflows
AR
Fort Smith-based
Independent operator, not agency theater
Rugged
Built to hold up on real jobs, not in slide decks.
Practical
Designed for outcomes, measured by what shipped.
Operator-focused
Made for the person doing the work, not the audience watching.
Hands-on
Every system here came out of work I did myself.
Selected work
The receipts, ordered by what shipped.
The brand is honesty, so the page is honest. Below: things I built, who they were for, and what they did. No badges. No partner logos with the brightness turned down.
- № 01Primary developer
SaaS platform engineering
Primary development work across SaaS platforms where reliability, iteration, and operator needs matter more than launch theater.
→ Four SaaS companies shipped with hands-on engineering experience behind the work.
- № 02Operator systems
AI and automation workflows
Practical systems for lead handling, follow-up, content production, reporting, and internal admin.
→ Less manual drag, clearer checkpoints, and tools that keep human judgment in charge.
- № 03Business coach · ongoing
A coach's operating system
Practical workflow support for a business coach with programs, clients, follow-up, and too many moving parts.
→ Less admin drag, clearer handoffs, and a system the business can keep using after the excitement wears off.
- № 04Clients · 1999 — present
Fitness experts, coaches, agencies, operators
Fitness experts, muscle builders, supplement brands, a Navy SEAL, marketing agencies on white-label work, founders, service businesses, regional outfits, and single-operator companies.
→ Some of the lessons make the Workshop Log. If you need help with any of this, hit me up at Digital Spirit.
Workshop Log
Field notes for people doing the actual work.
-
Vibe Coding Still Needs Guardrails
A field note from a client SaaS where an AI coding agent changed the admin login and showed why production repos need rules, tests, backups, and a human checkpoint.
4 min · read → -
The Most Confident AI Advice Comes From People Who Don't Have to Live With It
A field note on why confident AI tool advice needs a technical checkpoint before an operator rips out a working system.
5 min · read → -
Why Most Businesses Don't Need More AI Tools - They Need Better Systems
A practical field note on why tool-chasing usually fails and where AI becomes useful inside real operations.
2 min · read → -
What Practical AI Actually Means for Small Businesses
A plain-spoken explanation of practical AI: useful workflows, human checkpoints, and business outcomes.
2 min · read →
Ready to build
Pick up a tool. Get to work.
Most of the AI work that pays for itself is boring. Find the quiet four-hour job. Cut it to twenty-five minutes. Move on.