I help serious founders ship AI, products, and systems that survive real-world use.
A focused day with the operator who builds the systems. You leave with the AI systems map your business should run, and the 30-day plan to get there.
Same scope, same deliverables — in-person buys a sharper day.
Operator-built · Dubai · 2026
The AI Systems Intensive. Two ways to run it.
01 / Premium card
One day with the operator who runs four AI ventures — not a strategy presentation handed off.
Pressure-tested against your real stack, real constraints, and real team. You leave with the map and the plan, not a deck.
Sharper, distraction-free day.
Four moving parts — wrapped around one focused day.
From the brief to a plan you can ship.
Four moves, one engagement. Each stage has its own deliverables — small enough to verify, sequenced so the next one always lands deeper.
Stage 01 starts the moment you book.
Pre-work audit
I review your stack, workflows, and goals before the day — we start deep, not at zero.
Live working day
A full day, just us — mapping AI systems and pressure-testing them against your real constraints.
Plan + map
You leave with a clear systems map and a sequenced 30-day priority plan.
14-day follow-up
Two weeks of async access for course-corrections as you start executing.
Operator, not consultant. The map comes from the practice.
I run four AI ventures from Dubai. The systems we'll map are the same ones I run in production every day.
Most AI pilots stall because they're designed in slide decks — by people who've never had to deploy under real constraints. MIT Project NANDA's 2025 State of AI in Business put numbers on it.
Externally-built AI reaches deployment ~3× more often than internal builds. ~95% of pilots show no P&L return. The gap is the operator, not the model.
67%
of externally-built AI reaches deployment.
~95%
of AI pilots show no P&L return.
16+
years designing and shipping software.
No slide decks.
A working day with the person who builds the systems — not a strategy presentation handed off.
Operator > consultant.
I run four AI ventures from Dubai. The systems we'll map are the ones I run in production.
Compressed, not stretched.
One day plus follow-up — designed to give a 6-week engagement's clarity in a fraction of the time.
Who this is for. And who it isn't.
Three signals each way — read both columns, the page sells itself or it doesn't.
Past the should-we question.
You're a founder or operator who's stopped debating whether to use AI — you need a concrete plan to ship it.
You want operator clarity.
From the person who actually ships the systems, not a slide-deck consultant or a Big-4 analyst.
You can act on the plan.
Decision-maker authority — once the plan lands, you can move on it without a 6-month committee detour.
You want done-for-you.
Skip the Intensive — go straight to the DVNC venture that matches your work. The map is upstream of the build.
AI isn't a priority yet.
Early-stage or exploring? Read the blog first — return when shipping the systems becomes the goal.
You want long discovery.
This is a one-day intensive — built to compress months of discovery into a day, not stretch it out.
The Intensive gives you the map. The DVNC ventures build it — go straight to the one that fits.
DVNC Dev
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DVNC.ae
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Go here when · You are a UAE business implementing AI under DIFC, PDPL, and the Dubai AI Seal.
DVNC Agency
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Go here when · You need a site, an MVP, or an AI feature built fast — fixed scope, fixed price, weeks not quarters.
DVNC Studio
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Start with a short call. Straight answer either way.
We confirm fit, scope the pre-work, and put a date on the calendar. The call is the application.
One short call to confirm fit and scope the pre-work.
Stack review, workflow map, and goal alignment before the day starts.
One working day + a 14-day async follow-up window.
Before you book
One letter, every Sunday. Working systems — not hot takes.
Build logs, working systems, and field notes from running a portfolio of AI ventures. Sent weekly, never more.