Shahvaiz Janjua
About

How I work.

What I actually do across the week — the strategy, the build, and what makes an enterprise AI initiative survive production.

i. What I do

I sit at the intersection of two worlds most people in this industry sit on one side of:strategic enterprise delivery — working with the C-suite of very large enterprises on AI transformation, scoping pilots, defining success criteria — andhands-on building: architecting and building the demos myself, then taking them into production.1

Most weeks I’m in three kinds of rooms. The first is a boardroom, where the question is whether to do this at all, and at what cost. The second is an architecture review, where the question is whether what we proposed will survive its first six months in production. The third is at the keyboard — building the demo, and then the production system it has to become.

The work on this site — the writing here, and the case-study videos coming soon — is the same thing in another medium. Neither vendor marketing nor toy demos. Specific. Grounded in lived engagements. Honest about what didn’t work.2

ii. The pattern

I’ll spare you a framework. After enough pilots you notice a smaller, less satisfying truth: the projects that survive share three boring properties, and the ones that die almost always miss one of them.

  1. Success criteria written before the build. Not metrics. Criteria — specific, falsifiable, agreed in writing by the person paying.
  2. An evaluation harness that runs every day. If you can’t measure whether the system got better today than yesterday, you cannot improve it.
  3. A named owner with operational responsibility. Not a sponsor. An owner. Someone whose week gets harder if it breaks.
“The pilots that died almost always died for the same reason: nobody could say, in one sentence, what done looked like.”

iii. Where to start

If you’re scoping a new initiative and you’d like a second pair of eyes, the cheapest useful thing I can do is sit with your team for thirty minutes and tell you what I see. No slides. No pitch. No follow-up unless you ask for one.

Prefer to read first? The writing is the long version — case studies of what worked, what didn’t, and the small decisions that turned out to matter more than the big ones.

Book a 30-min call →

A note on what’s here. Names of clients, internal numbers, and anything covered by NDA never appear without explicit clearance. When you see “a tier-1 bank” or “a global QSR brand”, that’s why.

Notes

  1. A long-standing rule: never ship a solution architecture for something I haven’t at least prototyped and built myself.
  2. If a piece of work here would only make sense as a vendor pitch, I don’t make it.