Abstract AI system architecture with connected data and automation nodes
Neural systems online

AI Systems & Automation Consultant

I build AI-enabled systems that move real work forward.

Strategy, architecture, and production-minded engineering for SaaS, automation, private AI, and business-critical workflows.

Based in Palm Bay, Florida · Building for teams that need more than an AI demo

Production-oriented AI systems
Multi-tenant SaaS Agentic AI RAG systems Private LLMs API architecture Workflow automation
8live AI and SaaS systems showcased
15+years working across technology
Local + cloudLLM deployment patterns

Featured systems

Projects framed by the problems they solve.

These are not isolated interfaces. Each project connects data, intelligence, software architecture, and operational action.

01 / Care intelligence

CareFlow AI

Coordinate care operations and turn daily records into actionable resident intelligence.

Problem
Care observations, incidents, and notes are fragmented across operational workflows.
System
A care operations platform combining alert triage, incident reporting, shift handoffs, family communication, role-aware dashboards, and grounded AI workflows.
Evidence
A live, production-oriented workflow for senior living teams.
FastAPINext.jsPostgreSQLpgvectorRBAC
View live system
02 / Revenue automation

AI Front Office

Recover missed opportunities and qualify leads while teams stay focused.

Problem
Service businesses lose revenue when calls and web leads are not handled immediately.
System
An event-driven front office that follows up, qualifies intent, schedules next steps, and records every interaction in the business workflow.
Evidence
From inbound event to qualified, traceable customer action.
AI agentsVoice & SMSAPIsCRMAutomation
View live system
03 / Vertical SaaS

HVAC Pro Office

Run customers, jobs, quotes, invoices, and subscriptions from one operational system.

Problem
HVAC companies often coordinate field work, customer communication, billing, and maintenance across disconnected tools.
System
A unified field-service SaaS platform with CRM, scheduling, estimates, invoices, subscriptions, and AI-ready automation workflows.
Evidence
A complete vertical business operating system with a live product experience.
Next.jsCRMPaymentsSchedulingAutomation
View live system
04 / Computer vision

SafeStride

Translate movement video into useful gait and fall-risk signals.

Problem
Mobility changes are difficult to assess consistently outside specialized environments.
System
A video-processing pipeline that extracts movement signals, runs AI inference, and presents human-readable assessment support.
Evidence
A different class of AI system: video, inference, and health UX.
Computer visionPythonVideoAI inferenceHealth UX
View live system

How I build

Intelligence is one layer of a dependable system.

Useful AI is connected to clean data, explicit permissions, reliable tools, human review, and measurable business actions.

01Human workflowUsers · roles · decisions
02ApplicationNext.js · product UX
03AI orchestrationAgents · RAG · tools
04Business actionAPIs · systems · audit
PostgreSQL + vector data Tenant isolation + RBAC Automation + observability
01

Find the operational problem

Start with the workflow, decision, or bottleneck that creates measurable friction.

02

Design the system boundary

Define data ownership, actors, permissions, integrations, and reliable failure paths.

03

Add the right intelligence

Use agents, RAG, automation, or private models only where they improve the workflow.

04

Ship an operable product

Build for testing, observability, security, and ongoing improvement—not just the demo.

Technology with a purpose

A practical stack for modern AI products.

Python and FastAPI for services. Next.js for product experiences. PostgreSQL and pgvector for durable, grounded data. OpenAI and local models where each makes operational sense.

Next.js + React Python + FastAPI PostgreSQL + pgvector OpenAI + local LLMs APIs + integrations RBAC + tenant isolation

Let's build something useful

Have a workflow that AI should make better?

I help turn ambiguous AI opportunities into clear, secure, and operable software systems.