The AI Ownership Method
You can't put your clients in ChatGPT. Own your AI instead.
Patient files, client matters, student records, contracts, your trade secrets: none of it belongs in a chatbot that harvests what you type. Richard Echols builds you a private AI on hardware you own.Your data never leaves your building, never trains anyone else's model, and the system is yours the way your building is yours. Built by the engineer who built his own AI from scratch after enterprise AI work at the highest level.
Live inside 90 days, guaranteed, or your money back.
Your data never leaves your buildingNever trains anyone else's modelYou own everything built
Enterprise AI engineerBuilt his own AIRichard EcholsFounder · RMDW
Enterprise, government, and education. He has already worked inside your world:
90+paying clients & members
15+live systems shipped
9yrsteaching before tech
1private AI built from scratch
The gap
Everyone knows AI is the edge. Almost no one owns it.
01
The agency
Rents you access and keeps the keys. Stop paying and the whole system walks out the door with them. You never owned a thing.
02
The course
Teaches prompts. A prompt is not a system. Your business does not need tricks. It needs infrastructure.
03
The hire
A real AI engineer starts at $200K a year, if you can find one who answers, and one hire is not a strategy.
There is a third way: deploy it with someone who does this for a living, and walk away owning it.
The method
The AI Ownership Method
One engagement. Three phases. Built for the professions that cannot leak: medical, legal, education, government, and any business whose files are the business. At the end you do not rent AI from anyone. You own it, on hardware in your building.
Phase I
Diagnose
One working call to find the two or three real jobs your AI should do. Contract review, bookkeeping, intake, drafting, whatever eats your team's hours. You leave with a clear plan for exactly what your private AI will run.
Deliverable · The Plan01Contract review
02Back-office hours
03Client intake
Phase II
Deploy
I build you the exact machine I run my own company on: four NVIDIA RTX PRO 6000 chips, running Kiyomi on Jah 3.0, the model I built. Your workflows configured, the system burned in and tested, then installed in your building by me personally. Nothing for you to configure.
Deliverable · Your Private AI, Installed
Phase III
Own
The hardware is yours. The model is yours. Your data never leaves your building: no cloud, no third party, no per-token bill, ever. Managed support keeps it current, model updates, new workflows, monitoring, so your AI gets better every month. Stop it any time and the system is still yours and still runs.
Deliverable · The Keys“It is yours the way your building is yours.”Yours outright · Kept current
Your own private AI, live inside 90 days, guaranteed.
The buildYour own AI machine. Four NVIDIA RTX PRO 6000 chips, the same rig that runs RMDW, living in your building.
Kiyomi on Jah 3.0. The private AI I built and run, installed and serving on your machine.
Your real work, configured. The two or three jobs from your Diagnose call, set up and running.
Built and installed by Richard. Built for you, burned in, installed on site, personally. Live inside 90 days of signing, or your money back.
Your data never leaves. No cloud, no third-party model, no per-token bill. Private by physics.
Managed support. Model updates, new workflows, and monitoring keep it current and growing.
You own it outright. The hardware, the model, the keys. Yours the way your building is yours.
Built by the person who built the model. Not a reseller. Not a wrapper. The maker.
This is a build, not a subscription. Tell me your budget and I scope it to your business.
SCOPED ON A CALL · THE APPLICATION IS THE ONLY DOORProof of work
I didn't just learn AI. I built one.
Kiyomi is Richard's own private AI: a web app, a desktop app, and an iPhone app, running on Jah 3.0, a 304-billion-parameter model he built, served from hardware he owns in Atlanta. Not a wrapper. Not a reseller skin. The exact system he installs for clients, running his own company first.
Verify both yourself: use the product live, then download the actual model. Open weights on Hugging Face: RMDWLLC/Jah-3.0 ↗
The record
Verifiable, top to bottom.
The founder
The teacher who went to the top of tech.
Nine years in the classroom. Then mathematician and data engineer. Then enterprise AI at the highest level of the field, building systems for organizations most consultants only name-drop. Then he built his own AI from scratch.
Now he teaches business owners the thing everyone else only talks about: how to make AI pay.
Years 1 to 9Schoolteacher. Learned how people actually learn.
The pivotMathematician, data engineer, enterprise AI.
Verify itLinkedIn: /in/richard-echols ↗
The proofBuilt Kiyomi, a complete private AI, from scratch.
NowRMDW: AI deployed into real businesses, then handed over.
"Richard works effectively with his clients, ensuring their success, adoption of best practices, and advancement, building AI automations up-and-above typical client requirements."
Jesse · Senior Customer Success · IBM"I was thoroughly impressed with Richard's deep technical knowledge of data, his ability to make a quick start with immediate contributions, and his affable demeanor. We were just starting out on an IT Total Cost of Ownership pilot, and Richard's value to the effort was obvious. He is curious, goal-minded, creative, solution-oriented, structured, and organized. He was an asset to our team, and I was sorely disappointed to lose him due to circumstances beyond our control."
Mary Elizabeth · Senior Technology Management Analyst · the IRS · March 2025"I had the privilege of working with Richard during his time at VT Industries, and found him to be highly knowledgeable and skilled in data analysis, particularly with Power BI, Excel, and our CRM system. His expertise in these areas made a significant impact on our team… His responsiveness, attention to detail, and ability to adapt to changing business needs made him an invaluable resource."
Aaron · North America Sales Manager · VT Industries · February 2025How it works
Four steps. Guaranteed live inside 90 days.
1
Apply
A short application: your business, your budget band, what your AI should handle. Four minutes, reviewed personally.
2
The call
One working call with Richard. He finds the two or three jobs your AI will run and scopes the system to your operation.
3
The quote
A written quote to your budget: hardware, build, and support, in plain English. You sign, the build starts.
4
The build
Richard builds it, burns it in, ships it, and sets it up with you. Your private AI, live in your building, inside 90 days.
Questions
Asked before. Answered straight.
I'm not technical. Is this for me?+
That is exactly who it is for. Richard taught school for nine years before tech. Teaching non-technical people is not a side skill here. It is the skill. You get a system that just works, and you learn to drive it, not build it.
What do I actually walk away with?+
Your own AI hardware in your building, Kiyomi running on Jah 3.0, your real workflows configured and working, and every key in your hand. You own the machine, the model, and the system outright.
What does the 90-day guarantee mean?+
If your system is not live inside 90 days of signing, you get your money back. That simple. Richard can guarantee it because he builds and runs these systems every day, including the one running his own company.
Why not just hire an agency?+
You can, and you will pay them forever, and when you stop paying, the system leaves with them. This engagement ends with you owning everything. Support keeps it improving, but if you ever stop, the system is still yours and still runs.
What does it cost?+
The application asks your budget band up front, and Richard quotes to it in plain English: hardware, build, and monthly managed support. No games, no surprise line items, nothing signed before you have the full number.
How much of my time does it take?+
One scoping call, one setup call, and learning to use your own AI. Richard builds everything in between. This is done for you, not homework.
The application takes four minutes
You have watched AI change everything around your business. This is how it starts working for it.
One application. One honest call with Richard. Your own system, live inside 90 days, guaranteed, or your money back.
Apply to work with Richard →REVIEWED PERSONALLY · ANSWERED WITHIN THREE BUSINESS DAYS · EITHER WAY