An AI systems architect in Florida who owns the outcome, not just the design
Architecture is where AI projects succeed or quietly fail. I design the whole system — data, models, tools, permissions, monitoring and the humans in the loop — then build and run it, for businesses in Palm Beach County and across Florida.
What an AI systems architect does
Decides what the model is allowed to do and what it is not. Chooses where deterministic code beats a prompt. Designs the data flow, the tool interfaces, the approval boundaries, and the checks that prove the system is still working. Then makes sure the whole thing can be operated by the people who own it.
I do this as a founder who runs his own AI-driven businesses, so the designs are shaped by what survives contact with real customers, real phones and real money.
Architecture work I take on
Greenfield AI systems
From the first whiteboard to a monitored system in production.
Rescue and hardening
Audit an AI project that demos well and fails in use; redesign the boundaries; make it reliable.
Operations automation
Intake, follow-up, scheduling, reporting and content systems for growing companies.
Data and integration design
Postgres, Supabase, APIs and event flows that keep the model grounded in the truth.
Verification and monitoring
Gates, ledgers, health checks and assertion registries so failures are loud.
Founder-level advisory
Where AI belongs in the business, what to build, what to buy, what to skip.
Serving Florida from West Palm Beach
Palm Beach County in person; Miami, Fort Lauderdale, Orlando, Tampa, Jacksonville and the rest of Florida remotely, with on-site work when a project needs it. Also available to companies nationwide.
Why this approach
- Systems engineering discipline — verification, monitoring and reliability — applied to AI, not just generation.
- Provider-agnostic design: frontier models with fallbacks, no lock-in to a single vendor.
- Built on the tools a business already runs; migration only when it earns its cost.
- Documented so your team can operate it; I don't build systems only I can run.
- Founder of CustomLab.ai; 5+ shipped products across AI SaaS, CRM and ad management.
Frequently asked questions
What's the difference between an AI architect and an AI developer?
A developer implements a feature. An architect decides the system: what the model may do, where code must be deterministic, how data flows, how failures surface. I do both, but the architecture is what determines whether the project holds up.
Do you build it yourself or hand off a design?
I build it — alone or alongside your team — and stay on for operation. A design that nobody can run is not finished.
Which industries?
Home services and contractors, professional services, real estate and property operators, and multi-venture founders. The patterns transfer; the tools are chosen per business.
How do you price architecture work?
Scoped engagements with a written deliverable and the hours or revenue it should affect. Discovery calls are free; no retainer is required to start.
Where are you based?
West Palm Beach, Florida. I serve Palm Beach County in person and the rest of Florida and the United States remotely.
Design it once, run it for years
If you're about to build — or rebuild — an AI system, a short architecture conversation now saves a rewrite later.
Start a project