AI Systems · Operations · Product Design
I design AI-powered operating systems for businesses.
I help companies understand how work moves through their business, identify where time and revenue are being lost, and design smarter systems around the tools and people they already have.
01 — Point of view
Most businesses do not need more software. They need a better system.
Companies often operate through a patchwork of software, spreadsheets, inboxes, documents, and human memory. AI becomes valuable when it connects these pieces, reduces repetitive work, and gives people better visibility and control.
I study how a business actually operates before recommending what should be automated, redesigned, or built.
02 — Surface area
What I help redesign
Lead intake and qualification
Capturing new inquiries and sorting them by fit before anyone spends time on them.
Sales and quoting
Turning a conversation into an accurate, consistent quote without rebuilding it from scratch each time.
Scheduling and assignments
Matching the right people to the right jobs and keeping the calendar honest.
Client communication
Keeping clients informed at each step so no one has to chase an update.
Internal handoffs
Moving work between people and teams without details falling through the cracks.
Document and knowledge retrieval
Finding the right file, answer, or past decision in seconds instead of asking around.
File and asset management
Organizing the photos, contracts, and deliverables a project produces so they stay easy to find.
Payments and reporting
Getting invoices out, payments in, and a clear picture of where the money stands.
Approvals and exception handling
Routing the things that need a human decision to the right person, quickly.
Management visibility
Giving owners a real view of what is happening without a meeting or a spreadsheet.
03 — Where to start
AI Operations Blueprint
A focused engagement that maps how a company currently works, identifies operational friction, and defines where AI, automation, or custom software could create the greatest impact.
Deliverables
- Current-state workflow map
- Bottleneck and opportunity analysis
- AI and automation recommendations
- Recommended system architecture
- Tool and integration plan
- Prioritized implementation roadmap
- Estimated phases, scope, and investment
Process
Understand
Interviews, tools, workflows, and pain points.
Design
Future-state workflows and system architecture.
Build
Automation, internal tools, integrations, or custom software.
04 — Proof of work
Systems I have built
REMO
An operations platform for real estate media companies covering booking, scheduling, team assignments, production handoffs, media delivery, payments, and client communication.
TendPets
A business platform for independent pet-care professionals covering services, clients, pets, booking, availability, invoicing, payments, and customer portals.
1 OAK MLS
A real estate agent and brokerage platform combining websites, property marketing, lead management, content, and agent tools.
JNPR DSGN
The creative technology studio through which I design brands, digital products, websites, internal tools, and AI-assisted systems.
05 — Before / after
Example transformation
Before
- Lead arrives
- Employee searches for information
- Quote assembled manually
- Approval requested by email
- Client follows up
- Team updates several systems
After
- Lead captured
- AI prepares context
- Draft quote generated
- Human approves
- Client updated
- Work assigned
- Exceptions surfaced automatically
The goal is not full automation. The goal is to remove unnecessary friction while keeping people in control.
06 — Principles
How I approach AI
Start with the workflow
Technology should follow the actual business problem.
Keep humans in control
Important actions should remain transparent, reviewable, and reversible.
Work around what already works
A company should not need to replace its entire technology stack to become more intelligent.
Build toward measurable value
Every system should improve speed, visibility, consistency, revenue, or customer experience.
07 — Fit
Who this is for
- Established service businesses
- Operationally complex small companies
- Real estate and property businesses
- Media and production companies
- Distributors and sales organizations
- Companies relying heavily on quoting, scheduling, coordination, or manual follow-up
- Founder-led businesses that have outgrown disconnected tools
08 — A note
I am interested in businesses where the work is real, the systems are messy, and the opportunity is hiding in plain sight.
I have spent years moving between design, operations, marketing, and software. That perspective lets me see both the experience people interact with and the machinery working behind it.
Sometimes the answer is a better workflow. Sometimes it is automation. Sometimes it becomes a custom product.
The first step is understanding the problem clearly.
Contact
Let's look at how your business actually works.
Tell me what your team is doing manually, where things get lost, or which part of the operation feels harder than it should.