RMDW builds production AI systems for businesses — custom Claude, Codex, and Gemini workflows, deployed on your infrastructure and supported through every model migration. Engineered by an operator who has shipped at federal scale and runs an AI product with paying customers today.
Four engagement shapes — picked individually or composed into a portfolio. Scope and pricing are quoted after a discovery call so the recommendation is honest and specific to your operation.
We wire Claude, Codex, or Gemini into your daily operations. Document generation, client follow-ups, data analysis — built to run without you.
Get a QuoteYour own AI, on your hardware, under your control. No data leaves your building. Full ownership, zero vendor lock-in.
Get a QuotePurpose-built applications powered by AI. From internal tools to client-facing products — designed, built, and deployed in weeks.
Get a QuoteMonthly retainer. We keep your AI running, update prompts when models change, and scale capabilities as your business grows.
Get a Quote





Kiyomi Max turns Claude or Codex into a personalized business partner — persistent memory, 11 pre-loaded business skills, 12 industry blueprints, and it knows your name, your clients, and your pricing from day one.
Kiyomi Agent helps run practical business workflows: proposals, invoices, website audits, content plans, client follow-ups, research, and weekly reports.
Hundreds of subscribers follow along as I demo my products at work, report on AI news, and break down what’s actually shipping at the frontier. Kiyomi gets built on camera — every iteration, every regression, every win.
I’m Richard Echols, founder of RMDW LLC. I build with Claude, Codex, and Gemini in production every day. I’ve shipped KiyomiKode — a terminal-first, Mac-native AI workspace — and I run RMDW’s consulting practice on top of it.
Experience managing a $1.6M ARR portfolio across enterprise AI and FinOps platforms, building analytics systems for the IRS, deploying data pipelines for VT Industries, and serving county governments for nearly a decade. The same operating discipline shows up in the engagements I take on now.

Four short questions. We’ll come back with a scoped recommendation and a quote within two business days. Prefer to talk it through? Book a Discovery Call instead.