The generalist
Most useful at the seams: the gaps between strategy, product, marketing and ops where specialists rarely meet.

Generalist by habit, AI consultant by craft. 15 years across advertising, startups, marketing, product and ops; AI turned that range into leverage.
Today, I help companies deploy the workflows and automations that make AI useful, and train the people inside to get real work out of it.
I run this as a company of one, with agents doing what a team used to; lean by design, not by accident. Chat with Rev, my agent, or with me directly and we’ll figure out if we fit.
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Who is this for?

Not off-the-shelf, “here’s what’s trending” sessions. Programmes shaped around your domain, your workflows, and the constraints you actually operate inside: compliance, legacy systems, team resistance, data quality.
Get the team fluent in what AI actually is, and what it isn’t. Then map the spots inside your workflow where it actually pulls weight.
Internal vs external, build vs buy, what stack fits your data, your compliance posture, and your existing systems.
Move from pilots to AI operating inside the day-to-day, embedded in real ops with real accountability.
Everything I teach comes from building and operating AI inside enterprises. The curriculum stays soaked in the reality of making this work within enterprise constraints, not just the promise of what’s possible on the outside.
To shape a programme for your team, start by talking to Rev at the top.
Three doors, each opening onto something concrete. Pick the one that matches where you are right now.
Position yourself for the AI era.
Find the pearls in the sea of AI tools.
From overthinking to building.
Recurring teaching and enterprise training. Where most of the practitioner conversations actually happen.

Enterprise Training
Leadership sessions for AI strategy, and product team sessions for deployments.
Leadership and product team tracks.

Faculty
Only non-CA faculty teaching chartered accountants how to use AI well in their practices, at the ICAI Centre of Excellence.
Faculty for AICA.

Preferred Mentor
Leading a generalist fellowship across multiple applied AI topics: Claude, RAG, MCP, agents and beyond.
6 month build-along programme.

Preferred Mentor
Weekend sessions for working professionals at scale. I teach over 10,000 learners every week.
Three-hour mastermind, recurring cohorts.

Enterprise Training
Live session for banking professionals on building out an AI tool stack they can actually use day-to-day.
Live session on building their tool stack.
A few kind notes from folks I’ve had the chance to teach. Grouped loosely by what keeps coming up.
A bunch of folks said the language just clicked, even when the topic did not.
Going deep on RAG, MCP and whatever else AI throws at us next.
Live demos, breakouts and walkthroughs do the heavy lifting. People leave building, not just listening.
The one I did not see coming. Apparently the playlist between sessions is part of the vibe.
Four overlapping habits shape the work. None of them work alone; together they're how I stay useful across very different rooms.
Most useful at the seams: the gaps between strategy, product, marketing and ops where specialists rarely meet.
Reading, writing, working things out on paper at midnight. The unglamorous habit that quietly compounds.
Borrowed from the polymaths, always hunting for the dots between the people, ideas and businesses worth linking up.
Four years in, 4 lakh+ learners through. Teaching is how I stress-test what I think I actually know.