AI for forward-deployed engineering
Become an AI-savvy forward-deployed engineer.
The FDE role is where AI meets real customers. Fenzo is the training that gets you there — the role, the interviews, and how engagements actually run.
The library
Master the skills that set you apart
Real learning material for forward-deployed engineering work — pick one and start, or generate your own at the bottom of the page.
How Fenzo works
The perfect course has never been created. Until now.
Ask a question, or upload a file.
Type what you need to understand. Or bring a doc, a deck, or meeting notes and start from those.
For teams
Get Fenzo for your whole team.
See how Fenzo works for teams and organizations.
See where you stand
Not sure where to begin?
A short skill assessment with a straight readout of where you're strong and where you're exposed — so you know exactly where to start.
- Mock examsTimed and weighted like the real one
- DiagnosisYour score read domain by domain
- PrimerA short course on your weakest area
- FlashcardsQuick recall drills on key facts
FAQ
Questions, answered.
An AI course generator. Describe what you want to learn — or the work in front of you — and Fenzo builds a structured course: short lessons, hands-on practice, and a tutor that knows every lesson.
Forward-deployed engineers build inside the customer's world instead of only in their own repo. An engagement means scoping a problem that is still moving, designing something that fits the customer's stack and real data, getting a thin slice working, debugging in their environment, and handing it over so it keeps running after you leave. The customer-facing half is the job, not a distraction from it.
There is no single path. Common starting points are backend and platform engineering, AI and LLM work, and customer-facing roles like solutions architecture or consulting — each already covers part of the job. What is usually missing is the delivery half: scoping ambiguity with a customer, integrating against real data, and running an engagement end to end. The courses here assume you can already build and focus on that half — start with Forward Deployed Engineer Role: A Beginner Overview for the orientation, then End-To-End FDE Engagement Delivery Lifecycle for a full engagement walkthrough.
Two ways. Every Fenzo course is interactive — you do the work in every lesson, with a tutor that knows the course because it built it — not a video you watch. And when the library doesn't have what you need, you describe the work in front of you and Fenzo builds a complete course around it in about a minute.
The code is the easy half. Forward-deployed work is customer-facing delivery: scoping ambiguous problems, running engagements end to end, and making AI systems land inside someone else's stack. Every course here is built around that work, not another algorithms refresher.
A short skill benchmark with a readout of strengths and gaps — so you know where to start.
Free to start.
What part of your job have you been
meaning to master?
Describe it in a sentence. Fenzo builds the course around it
in about a minute — free to start.