FDE knowledge hub
Forward Deployed AI Engineer Resources
Start with the role definition, assess your evidence, learn the deployment lifecycle, compare adjacent roles and prepare for realistic interviews. Every guide is server-rendered, attributable and linked to the same FDE capability model.
01 · Role definition
What is a Forward Deployed AI Engineer?
Responsibilities, coding expectations, adjacent roles and outcome measures.
Read the role guide →02 · Career roadmapHow to become an FDE in India
Anchor skills, production evidence, portfolio strategy and role-family targeting.
Build your roadmap →03 · Self-assessmentFDE skills and portfolio checklist
Ten capability domains and an inspectable evidence standard.
Assess your evidence →04 · Operating modelEnterprise AI Deployment Lifecycle
Eight evidence-gated stages from discovery through optimization.
Explore the lifecycle →05 · Role comparisonFDE vs Forward Deployed Software Engineer
Where the roles overlap and how their engineering emphasis may differ.
Compare FDE and FDSE →06 · Role comparisonFDE vs Applied AI Engineer
Customer deployment ownership compared with model-powered product engineering.
Compare the roles →07 · Interview preparationFDE interview questions and scenarios
FRAME structure, architecture, evaluation, security, incidents and portfolio defence.
Prepare for interviews →Editorial boundary: These guides explain capability patterns, not universal employer definitions. They do not promise a job, interview, salary or placement outcome.