Keep what works.
Add what it was missing.
Custom AI, built onto the systems your business already runs on.
You don't scrap a classic because it isn't this year's model. I'm the systems engineer who bridges your existing software and modern AI — using the data you already have, with your own employees checking the AI's work. 35 years in. A small practice by design — senior people, and no layers between you and the builders.
Built for long-term partnership — engagements welcome at any scale.
📘 Author of "The Quantum Hive" — 1,008 pages. A complete blueprint for creating wealth in the AI economy (not UBI). Available on Amazon →
Custom AI Engines + Your Legacy Systems + Your Own Employees Checking the AI's Work.
Most AI projects fail — MIT puts it at 95% of $40 billion spent. Not weak technology. Firms sold a fantasy — install AI, fire the staff, let the machine run everything — bolting AI onto businesses they never understood and stripping out the human judgment. The failure wasn't the AI. It was the integration. Integration is exactly what we build, the same disciplined way every time — and why nothing you depend on goes down while we do it. We call those employees Validators — and they're the reason this works.
Keep what works
I start by reading the system you already run. The goal is never to rip it out — it's to find the data and the daily tasks where AI earns its keep. What holds its value stays.
Add the intelligence
I bridge modern AI onto the data already in your systems, automating the repetitive work that quietly eats your team's hours — without forcing anyone to change how they already do the job.
Your employees become Validators
A Validator is your own employee — the one buried in repetitive work today. AI takes over that grunt work at machine speed; their new job is checking the output and signing off. Same employee, new role: verifying takes minutes, not days, freeing them for higher-value work. Separate verifier models re-check everything first — your people give the final yes. Nothing is trusted until it's verified.
Build it incrementally
One piece at a time, or several at once — done right, with no disruption, no downtime, and no risk to the applications you already depend on. Savings on the bottom line, not a gamble.
Most shops sell you the same chatbot. We build the system you actually need.
These are examples — not a fixed menu. If a task in your business follows the same logic every time, eats hours, or lives in someone's head, it can probably be built. Here's the kind of thing I mean.
Order & Intake Automation
Kills: staff retyping orders from emails, PDFs, and attachments. A system reads the inbound document, pulls the data, and enters it — with the exceptions flagged for a human.
See how it works →Quoting & Estimating Tools
Kills: hours spent building quotes by hand. Feed it the spec, the customer, the pricing rules — it returns a priced, formatted proposal ready to send.
See how it works →Inventory & Reorder Intelligence
Kills: stockouts and dead inventory. A system that watches your numbers, forecasts demand, and tells you what to reorder before it's a problem.
See how it works →"Ask Your Business" Assistants
Kills: staff hunting through catalogs, manuals, and SOPs. An internal assistant trained on your own documents that answers in seconds, in plain language.
See how it works →Document & Data Extraction
Kills: hand-keying invoices, purchase orders, forms, and records. A pipeline that extracts what matters, structures it, and flags only what needs a human's eyes.
See how it works →Dashboards That Replace the Spreadsheet
Kills: the fragile spreadsheet your whole operation secretly runs on. A real tool that does the same job without breaking every Monday.
See how it works →Legacy + AI Bridges
Kills: the "our system can't do that" ceiling. I connect modern AI to the older ERP or database you already run — without ripping it out.
See how it works →Any business held together by an aging system and people who "just know how it works."
The industry matters less than the shape of the problem. If your operation moves product, processes paperwork, or coordinates a lot of moving parts — and the real logic lives in old software and a few people's heads — that's exactly where a custom build pays for itself. A few examples, not a limit:
Wholesalers & Distributors
Order entry, customer-specific pricing, PO matching, inventory, returns — the daily grind that legacy ERP never quite handles.
Logistics & Freight
Freight and customs paperwork, status updates, document handoffs, and the coordination tasks that eat a coordinator's whole day.
Field Service & Trades
Quoting, scheduling, job tracking, and the back-and-forth that keeps an owner at the desk instead of running the business.
Insurance & Financial Ops
Correspondence processing, document extraction, and the repetitive back-office data work built to your own standards.
Back-Office & Admin
Intake, records handling, and follow-up automation for the front desk and admin side — the paperwork no one has time for.
Light Manufacturing & Trades
Quoting, job tracking, and the spreadsheet-and-tribal-knowledge systems that don't scale past a certain size.
A 35-year systems veteran — not someone who found AI last year.
The hard part of AI was never the model. It's understanding the operation it has to fit into. That's the part I've been doing my entire career.
I understand how businesses actually run
Decades across federal procurement systems, RPG programming, and process engineering — order-to-cash, inventory, purchasing, the real logic underneath the software. I've built systems for environments where getting it wrong wasn't an option.
I speak legacy and modern
Plenty of distributors and operators still run on older ERP and databases that "can't do AI." I can read those systems and bridge modern AI to them — without forcing you to rip out what already works.
Custom-built, not a template
I don't resell one product with your logo on it. I design the system around how your business works — which means it fits the way your people already do the job, instead of forcing them to change.
No layers between you and the builders
A small practice by design — senior people working in concert, matched to the size and complexity of your project. No account managers, no handoffs to a stranger — from first call to delivery, you deal with the people responsible for the outcome.
Built around your business — in deliberate steps.
Custom work starts with understanding the problem, not quoting a number. Here's the path from first conversation to a system your team owns.
Scoping Conversation
A real discussion of how your business runs and where the time and errors go. No charge, no sales pitch — just figuring out if there's something worth building.
Written Proposal
A clear scope and a fixed quote, tailored to your project. Timeline is set together, based on the actual work — never a number pulled from thin air.
Design & Build
The system is designed around how your people already work. I architect and oversee every build, bringing in specialized resources as the scope requires.
Test & Refine
We run it against real cases, find the edges, and tighten it until it holds up in your day-to-day — not just in a demo.
Handoff & Support
Your team is trained to own it. I'm there for updates and expansion when you need it — without locking you into anything.
Operational commitments — not aspirational values.
Every one of these is built into how I work — not written on a wall.
Scoped before anything starts
You see the full scope and a fixed quote in writing before work begins. No surprise invoices, no scope creep billing — you approve, then I start.
No layers between you and the builders
No account managers. No handoffs to a stranger. From first call to final delivery, you work with the senior people who design the system and stand behind it.
Plain language, every time
Every deliverable is built for the person who has to use it. No jargon, no filler. If your team can't run it without me, I haven't finished the job.
Honest about fit
If your project isn't something I should take on, I tell you on the first call — before you spend anything. I'd rather pass than waste your time.
Strict confidentiality
Your files, data, and business information are never shared. Handled to the standard of any professional office. NDAs available on request.
You own what gets built
I train your team to run it and don't leave you dependent on me. Quality and fit come first — built to last, not rushed out the door.
Talk to the person who will build it.
A straight conversation about what your business needs — what's worth building, and what it would take. No account managers. No obligation.
Systems built to fit — a few of the most common.
These are illustrative examples of the kind of work I take on, not a fixed catalog. The real answer to "can you build X?" almost always starts with a conversation about how your business actually runs. If a task is repetitive, error-prone, or trapped in one person's head, it's a candidate.
📥 Order & Intake Automation
Your people retype the same information off inbound emails, PDFs, and attachments all day — and a typo becomes a wrong shipment. We build a system that reads the inbound document, pulls out the order or intake data, drops it where it belongs, and flags only the exceptions that actually need a human. The routine 90% handles itself; your staff spend their time on the 10% that matters.
- Read orders and intake from email, PDF, and attachments
- Extract and structure the data automatically
- Enter it into your system or spreadsheet
- Flag exceptions and mismatches for human review
- Cut the manual retyping that causes errors
- Wholesalers and distributors taking orders by email
- Logistics and freight handling inbound paperwork
- Any team manually re-keying documents into a system
- Operations where a typo becomes an expensive mistake
🧮 Quoting & Estimating Tools
Building a quote by hand means digging through pricing, applying the right customer tier, checking availability, and formatting it so it looks professional — every single time. We build a tool that takes the inputs, applies your pricing rules and customer-specific terms, and returns a clean, priced proposal ready to send. The judgment stays yours; the busywork disappears.
- Apply your pricing rules and customer-specific tiers
- Generate formatted, send-ready proposals
- Pull in product, spec, and availability data
- Keep quotes consistent across your whole team
- Turn an afternoon of quoting into minutes
- Distributors with tiered or negotiated pricing
- Trades and light manufacturing quoting custom jobs
- Sales teams where quotes vary by who builds them
- Any business losing deals to slow turnaround
🧠 "Ask Your Business" Internal Assistants
Your staff lose time hunting through catalogs, price lists, manuals, and SOPs — or interrupting the one person who knows the answer. We build an internal assistant trained on your own documents that answers questions in plain language, in seconds, with the source it pulled from. It's institutional knowledge that doesn't walk out the door when someone retires.
- Answer staff questions from your own documents
- Search catalogs, manuals, SOPs, and policies instantly
- Cite where each answer came from
- Capture knowledge before key people leave
- Cut the "go ask Bob" bottleneck
- Businesses with deep product or process knowledge
- Teams onboarding new staff against a learning curve
- Operations where one person is a single point of failure
- Anyone with answers buried in documents nobody reads
📄 Document & Data Extraction
Document-heavy businesses generate more paper than staff can key in by hand — invoices, purchase orders, packing slips, applications, records, and correspondence. We build pipelines that read those documents, pull out the fields that matter, structure the data, drop it where it belongs, and flag only the exceptions a person needs to look at. The routine volume handles itself; your team stops being a human data-entry line.
- Extract and structure data from documents at volume
- Read invoices, POs, forms, statements, and records
- Route each document to the right place automatically
- Flag mismatches and exceptions for human review
- Integrate with the system or spreadsheet you already use
- Distributors and operators processing inbound paperwork
- Back-office teams re-keying invoices and statements
- Insurance and financial ops handling correspondence
- Any business reviewing high volumes of business documents by hand
🔗 Legacy Bridges, Custom Apps & Integrations
This is the catch-all for everything that doesn't fit a neat box — and where decades of systems experience matters most. A lot of real businesses run on older ERP, databases, and systems that "can't do AI," held together by spreadsheets that quietly run the whole operation. I read those systems, bridge modern AI and automation to them, replace the fragile spreadsheet with a real tool, and connect the things that don't talk to each other. If you can describe the problem, it can usually be built — whatever your industry.
- Connect modern AI to legacy ERP and databases
- Build custom web and desktop applications from scratch
- Replace fragile spreadsheets with real, durable tools
- Integrate systems and APIs that don't talk to each other
- Extend what your current software can do — without replacing it
- Businesses on aging ERP told their software "just can't do that"
- Operations whose real logic lives in one critical spreadsheet
- Anyone who needs a custom tool that doesn't exist off the shelf
- Any industry — if it follows a logic, it can be built
Don't see your exact problem? That's normal.
These are examples, not limits. The real work starts with a conversation about how your business runs — then we figure out what's worth building.
Custom work starts with a conversation, not a price tag.
Every business runs differently, so every project is scoped to the actual work in front of it. Here's exactly what happens from the first call to a finished system your team owns — and honest answers to the questions everyone asks.
Scoping Conversation
- ✓We talk through how your business actually runs
- ✓Find where the time, errors, and bottlenecks live
- ✓Decide together if there's something worth building
- ✓No charge, no obligation, no sales pitch
Written Proposal & Scope
- ✓A clear, fixed quote tailored to your project
- ✓Defined scope — what's included, what's not
- ✓A realistic timeline set around the actual work
- ✓You approve in writing before anything begins
Build, Test & Handoff
- ✓Designed around how your people already work
- ✓Tested against your real cases, not a demo
- ✓Your team trained to own and run it
- ✓Support there when you need it — no lock-in
What about cost and timeline?
Fair question — and the honest answer is that it depends on the work. A focused tool that solves one problem is a very different project from a system that ties into your existing software. Rather than post a number that won't fit your situation, I scope each project individually and put a fixed quote in front of you before any work starts. No surprise invoices, no scope-creep billing. The first conversation is where we figure out whether a project is worth doing at all — and that costs you nothing.
What you can expect
A few things hold true on every engagement, regardless of what's being built:
Tell me how your business runs and where it hurts. If there's something worth building, I'll scope it and put a fixed quote in front of you. If there isn't, I'll tell you that too. Call (561) 316-6794 or use the contact form.
35 years of making complex systems work.
I'm Michael Macchiarella. Before Luxvaro, I spent 35 years in the unglamorous part of technology that actually runs businesses: federal procurement systems, RPG programming, and process engineering across government and private-sector operations. The thread through all of it is the same — understanding how an organization really works, then building systems that make it manageable, auditable, and sustainable.
That background matters more now than ever. RPG and legacy ERP were the backbone of wholesale, distribution, and operations software for decades — order-to-cash, inventory, purchasing, the logic underneath the screens. A lot of real businesses still run on those systems and can't find anyone who understands both the old machinery and modern AI. I do. I can read what you're running and bridge new capability onto it without forcing you to tear it out.
Most of the AI services world right now is people who discovered these tools last year, selling the same chatbot to everyone. AI tools are genuinely powerful — but the hard part was never the model. It's understanding the operation the system has to fit into, where the edge cases hide, and how to build something a team will actually use a year from now. That judgment comes from doing the work for decades, not reading about it for months.
I think about this seriously enough that I wrote a book on it — The Quantum Hive (2026), on AI and the future of work. The core argument is the same one behind how I build: AI is powerful but blind, and human judgment is what turns raw AI output into something a business can actually trust. That conviction is exactly what I bring to every system I design — it's the principle behind what I call the Validator Method: keep what works, add the intelligence, and keep your people in charge as the validators.
I built Luxvaro to do one thing well: design and build the custom system a business actually needs, working directly with the owner — not through account managers or handoffs. I architect and stand behind every engagement, and bring in specialized resources as a project's scope requires, the same way any systems shop operates.
Scoped before anything starts
You see the full scope and a fixed quote in writing before work begins. No surprise invoices, no scope-creep billing.
Plain language, always
Every deliverable is built for the person who has to use it. If your team can't run it without me, I haven't finished.
Strict confidentiality
Your information is never shared. Handled to the standard of any professional office. NDAs available on request.
Honest about fit
If your project isn't something I should take on, I tell you on the first call — before you spend anything at all.
Michael Macchiarella
RPG programming & legacy ERP
Federal procurement · GSA & military
Process engineering & systems analysis
Custom AI & software development
Author, The Quantum Hive — on AI & the future of work (2026)
Serving clients nationally — all work remote
Talk to the person who will build it.
No account managers. No handoffs. Direct access from first conversation to final delivery.
Let's find out what's worth building.
The fastest way to know if I can help is a short conversation. Tell me how your business runs and where it hurts, and I'll tell you honestly whether there's something worth building — no charge, no obligation, no sales pitch.