Kris Mondlane | AI Capability Builder

The Problem

Most organizations are adopting AI backwards.

They buy tools before figuring out what problems to solve. They hire consultants who've never written a line of code, let alone built an agent. Then they wonder why the "AI strategy" was a slide deck that collected dust. A year passes, the license renewals come up, and nobody can point to a single thing that changed.

Tool-first thinking

The organization purchases AI software before anyone has articulated what it's for. Eighteen months later, adoption is at 12% and the CFO is asking hard questions.

No internal muscle

Everyone can prompt ChatGPT. Nobody can evaluate whether an AI vendor is overselling, or build something custom when off-the-shelf doesn't fit. The org stays dependent on whoever sold them the last contract.

Pilot purgatory

Lots of exciting proofs of concept. None of them in production. The innovation team demos things at all-hands, but the product team has never touched any of it.

How I Work

Pick the engagement that fits where you are

AI Strategy Advisory

You know you need to do something with AI. You're not sure what's worth building in-house vs. buying off the shelf. I help you figure that out, vet vendors, redesign workflows, and put governance in place that doesn't slow everything down.

For leaders deciding where to start

Builder Programs

I run cohort-based programs inside your organization. Your employees learn to build, test, and ship AI tools on their own. By the end, you have people who can keep going without me.

For organizations that want lasting capability

III

Workshops & Training

Shorter engagements. AI fundamentals for the whole company, governance orientation so your team knows what's compliant, or intensive working sessions for product teams who are ready to start integrating AI into how they build.

For teams that need a running start

Proof of Work

I've done this before. Here's what it looked like.

National HR & Benefits Platform

AI training, builder coaching, and production products at a 1,000-person company

I trained the full organization on AI fundamentals and their governance requirements. I personally built three products on the company's agentic infrastructure. I redesigned how the product team works with AI, vetted and onboarded their AI vendors, and cut release cycles by weeks. Then I coached 13 internal builders who went on to produce dozens of prototypes. Three of those prototypes were picked up by the business and folded into flagship products.

1,000+ Employees trained

13 Internal builders coached

3 Prototypes adopted to production

Weeks Saved per release cycle

MassChallenge × Vodacom

AI curriculum for 30 entrepreneurs building startups in Africa

I designed the AI curriculum and served as a startup mentor. The program taught 30 entrepreneurs how to use AI across the whole product lifecycle: customer discovery, design, build, and test. These were people building real companies, and the goal was to make their validation faster and their product decisions sharper.

30 Entrepreneurs upskilled

Full lifecycle Discovery · Design · Build · Test

About

NYC · London · Rome · Cape Town · Boston

Most consultants who talk about AI have never built anything with it. I have.

I've put AI tools into production at real companies and prototyped many more along the way. I've designed trust and governance infrastructure for AI systems, and spent years inside large organizations figuring out how to make this stuff actually work for people who aren't engineers.

At OneDigital, I was the AI Product Owner shaping adoption strategy and running their internal Builder program. At MassChallenge, I designed AI curriculum for entrepreneurs. Through Sundai Club, an MIT/Harvard AI hacker collective, I build something new almost every week.

I also co-founded Agentic Highway, where we're building trust infrastructure for AI agents. So when I talk about AI governance, I'm not referencing someone else's whitepaper. I'm writing the code.

The deeper arc of my career is in UX design — years building products at companies like Fidelity and Pearson. That foundation is why the AI tools I ship aren't just technically interesting. They're usable by the people who actually have to live with them.

I've also spent years running innovation workshops for executive teams at companies like Liberty Mutual, SOMPO, and Daikin through CIC's Captains of Innovation program. That work informed patents and new product lines. It also taught me that technology adoption lives and dies on whether leadership actually commits to it.

AI Product Owner Enterprise AI in Production AI Prototype Builder UX Design · Fidelity · Pearson Enterprise Innovation Sundai Club · MIT/Harvard Agentic Highway Co-Founder

I help organizations build real AI capability. The kind where your people can actually do the work.