Alumni Outcomes

We're in the process of securing consent to publish full named case studies for our Forward-Deployed Engineer and Cloud/AI Solutions Architect alumni. Until that's confirmed, here's an honest, qualitative picture of where people have landed.

A meaningful share of professionals who complete our Forward-Deployed Engineer or Cloud/AI Solutions Architect programs go on to move into new cloud/AI engineering roles. We're deliberately not publishing a precise percentage here — we'd rather wait until we can back a number with named, verifiable cases than lead with one we can't.

Freshers & students

Community & project outcomes

“Built my first portfolio project through the free guide and used it directly in interviews.”

AI/ML Engineer (early career) — name pending alumni consent

“The community kept me accountable — I finished a track I'd started and dropped twice on my own.”

AI/ML Engineering Guide graduate — name pending alumni consent
Start your path in AI/ML Engineering →

Experienced professionals

Placement outcomes

“Landed a client-facing engineering role within months of finishing the program.”

Forward-Deployed Engineer — name pending alumni consent

“Moved from a DevOps role into an architecture-focused position using the MLOps curriculum here.”

Cloud/AI Solutions Architect — name pending alumni consent

“The consulting-style problem-solving practice was the difference-maker in my interview loop.”

Forward-Deployed Engineer — name pending alumni consent