We build tech. We do AI.

Honest take. I was skeptical about trusting a studio with something as critical as Gappy's core workflow engine. Three months later it's in production without a single incident. The architecture they picked wasn't the obvious call, but it held up. They pushed for it, explained why, and delivered. I've rarely seen that level of conviction from a vendor.

Weeks, not quarters. Clean code, smart architecture, almost no back-and-forth. Senior-level output without the overhead of managing a big team. Worth every rupee.

I've worked with DevOps teams across Asia and the US. What CWI delivered for our GPU orchestration was as solid as anything I've seen from teams twice their size. End-to-end setup, properly documented, running clean since day one. They pushed back on one of our initial design calls too. Turned out they were right.

37 ML experiments, all browser-based, no install, no code from the students. When I first described this scope I honestly wasn't sure it was feasible. They came back with a plan and shipped it faster than I expected. Kids open a link and start experimenting. Simple as that.

I've built three companies and hired a lot of engineers. The difference with CWI is they don't just execute. They flagged two decisions early that would've caused real problems at scale. By launch the system was already battle-tested. You don't get that from a regular dev shop.

I've built two companies, one went public. I know what good engineering looks like. CWI's trading infrastructure went live processing real volume on day one. No drama, no scramble. That tells you everything.

Most studios treat ML as a feature you bolt on. CWI treats it as a discipline. Versioning, monitoring, rollback, all built in from the start, not added later when things break. I didn't have to ask for any of it. That's the difference between a team that actually understands ML and one that just ships model endpoints.

Two decades at Google, Airbnb, and TikTok teaches you to spot real engineering talent fast. I evaluated CWI as a potential partner. What I found was a team that actually reasons about systems rather than just building what they're told. Fast, disciplined, and the AI-first approach is genuine. Not a pitch. It's how they work.