AI Product & Operations

Every operation has
untapped AI potential.
Let me find it.

I audit your entire operation — what's working, what's manual, what's ripe for AI. Then I identify where AI plugs in to make you smarter, faster, and more responsive. And I build it.

Start a conversationMy background
Open to full-time roles, fractional engagements, or consulting.
$ ai scan --target workflows --rank-by impact
Analyzing 38 operational workflows...
✓ Customer support triage: agent candidate
✓ Marketing automation: AI content enhancement
✓ Demand forecasting: already optimized ✓
───────────────────────────────
9 high-value opportunities identified.
Estimated efficiency gain: +340 hrs/month
$
The starting point

I find the workflows, build the AI, and unlock the velocity.

I don't assume you're broken. I run a structured audit across your people, processes, and tools — whether things are running smoothly or not — and identify every place where AI can make you more intelligent, more efficient, and more responsive.

Agent candidate9.2 / 10
Customer support triage
Opportunity: autonomous agent layer
AI enhancement8.4 / 10
Marketing automation
Opportunity: personalized AI content generation
Tool stitch7.1 / 10
Sales ops reporting
Opportunity: MCP + automated assembly
+ 6 more opportunities identified
Full audit delivered in week one
Why work with me

I don't spend three months planning your AI transformation. I use AI to run the eval, design the build, and ship in weeks.

Most consultants move slow, charge a lot, and hand you a deck. I practice what I preach. The same AI tools I'd build for you are the tools I use to do the work.

AI-accelerated eval
Build over blueprints
Ship at the speed of AI
Where AI lands

Here are some of the areas I can use AI to optimize in your business.

Every business runs differently, but the highest-value targets cluster in the same kinds of work. I've shipped AI inside each of these.

Sales & Revenue OperationsBilling & CollectionsCustomer OnboardingSupport TriageMarketing OperationsProduct Release CommunicationsHR & People OpsFinancial ReportingContract & Renewal ManagementInternal Knowledge & SOPs
How I engage

I meet you where you are.

I
Zero-to-one builds
For organizations deploying AI for the first time. I audit, identify, design, and build the full AI operations layer from the ground up.
How I approach it: Start with the audit. Prioritize the highest-impact workflows. Build the connective tissue systematically and roll it out with your team.
II
Legacy modernization
For orgs with existing operations ready for AI injection. I identify where current workflows can be made more intelligent without ripping anything out.
How I approach it: Preserve what works. Inject AI where it adds the most. Stitch tools together with agents, automations, and MCP — no unnecessary disruption.
III
Innovation acceleration
For teams already using AI that want to move faster and go deeper. I expand the layer, close the gaps, and keep you ahead.
How I approach it: Audit what's in place. Find the ceiling. Break through it — with more sophisticated agents, broader orchestration, and an ops model built for what's next.