Find Out If You're Ready for a Forward Deployed Engineer Role
Assess your technical, delivery, and client-facing skills for a Forward Deployed Engineer role. Get your FDE level, salary range, and personalized preparation roadmap in 10 minutes.
10 minutes · Personalized report · No credit card
Estimated Market Range
$145k–$185k total comp · mid-level · US
Recommended Roadmap
Client discovery → System design → Mock interview
Primary Gap
Client Communication — Practice with case studies
HOW IT WORKS
From Assessment to Matching
Four steps from where you are now to matched with real FDE roles.
Assess Your Readiness
Take the free FDE readiness assessment — 20 scenario-based questions across 5 skill dimensions. Takes about 10 minutes.
02See Your Skill Gaps
Get a detailed breakdown of your strengths and gaps across Technical Execution, Strategic Intuition, Architecture, Client Operations, and Communication.
03Get a 90-Day Roadmap
Receive a personalized roadmap with priority chapters, milestones, and practice recommendations based on your background and goals.
04Match with FDE Roles
Use FDE Radar to explore verified roles, hiring companies, and skills in demand — matched to your assessment results.
FDE RADAR — LIVE DATA
150 active FDE roles from 10 companies
Verified roles with compensation data, skill requirements, and location details — sourced from public job postings and refreshed regularly.
CHOOSE YOUR PATH
Build the FDE Career That Fits Your Strengths
Start with the core Forward Deployed Engineer path, or go deeper into enterprise AI delivery. Both paths combine technical execution, customer discovery, and production ownership.
Forward Deployed Engineer
Turn ambiguous customer problems into reliable production systems through discovery, integration, delivery, and iteration.
Forward Deployed AI Engineer
Move AI from demo to production by combining LLM systems, evaluation, enterprise integration, governance, and customer delivery.
What Is a Forward Deployed Engineer?
A Forward Deployed Engineer (FDE) works directly with customers to ship and customize production software — bridging engineering and client success. Popularized by Palantir and now central at Scale AI, Vercel, Databricks, and Snowflake, the FDE role blends product judgment, system design, and technical communication. FDEs embed with clients to solve real problems end-to-end, making it one of the highest-impact engineering roles in modern software companies. Explore the FDE Skill Map or take the free assessment to see where you stand.
chapters of content
case studies
interview questions
skill dimensions assessed
Assessment framework based on public FDE job descriptions, interview patterns from leading AI companies, and feedback from practicing engineers.
See the skills. Follow the plan.
Understand what FDEs need to master—and follow a practical path to build it.

See how the skills connect
Explore eight FDE skill domains, their dependencies, and the path from customer discovery to production delivery.

Turn skill gaps into weekly action
Follow a role-aware 13-week plan with focused learning, practical missions, and portfolio-ready deliverables.
Open FDE Roles
Verified positions from leading AI companies — updated daily.
Built for engineers who want customer-facing technical roles
Built for
- Software engineers considering customer-facing roles
- AI engineers preparing for deployment-focused interviews
- Solutions engineers moving into deeper technical roles
- FDE candidates preparing for interviews at Palantir, Scale AI, Vercel, and similar companies
Probably not for
- Complete programming beginners
- People only looking for LeetCode practice
- Non-technical sales roles
- Candidates seeking guaranteed job placement
Everything you need, the modern way
Six connected tools. One focused path from curiosity to interview readiness.
SKILL ASSESSMENT
Complete the scenario-based FDE assessment and see where you stand across five capability dimensions.
Take Assessment →PERSONAL ROADMAP
Turn your skill gaps and current background into a focused 90-day roadmap with priority chapters and milestones.
Build Roadmap →LEARNING HUB
Learn production AI deployment, customer discovery, architecture trade-offs, and technical communication.
Browse Chapters →CASE LIBRARY
Study deployment decisions, constraints, trade-offs, and lessons from enterprise AI scenarios.
Read Cases →INTERVIEW QUESTION BANK
Practice with a curated FDE interview question bank with sample answers and scoring criteria.
Browse Questions →FDE RADAR
Explore verified FDE roles, hiring companies, skills in demand, and published compensation.
Explore Radar →I built FDE Instinct because preparing for FDE roles shouldn't feel like guesswork.— Master Yang, Founder of FDE Instinct
Built independently with feedback from engineers working across AI infrastructure, solutions architecture, and enterprise software.
Real-world case studies
Learn from public deployment stories, reconstructed scenarios, and failure patterns from enterprise AI systems.
Morgan Stanley: Evals Before Scale
Building an eval-driven knowledge assistant with production-grade evaluation pipelines and human-in-the-loop feedback.
Read case study →SuccessLowe's: Field-Built Associate Copilot
Deploying an AI copilot for retail associates with real-time inventory integration and customer-facing constraints.
Read case study →SuccessProduction Inference Optimization
Moving from prototype to production inference with latency, cost, and reliability trade-offs.
Read case study →Build your FDE career with a clear plan
Assess your readiness, close skill gaps, learn from real FDE cases, and prepare for interviews with one structured career kit.
Free
Diagnose your FDE readiness and experience the core loop.
No credit card required
- 1 full FDE Skill Assessment
- Basic Readiness Report
- Skill gap analysis
- 90-Day Roadmap preview
- 3 Learning Hub chapters
- 1 free case study
- 5 free interview questions
- FDE Radar public data
- Salary Explorer basic data
- Public job browsing
FDE Career Kit
The complete self-guided FDE system — lifetime access to content, cases, question bank, and roadmaps.
Founding one-time price
- Everything in Free
- All 24 Learning Hub chapters
- 16 complete FDE case studies
- 474 interview questions with answer frameworks
- SWE / PM / EM 90-Day Roadmaps
- Unlimited assessments
One-time payment · No subscription · Secure checkout
FDE Pro
Real-time market intelligence, AI feedback, and dynamic personalization — coming later.
Pricing & timing to be announced
- Coming SoonRadar history & alerts
- Coming SoonAI interview feedback
- Coming SoonJob matching & alerts
- Coming SoonDynamic roadmap re-ordering
Founding pricing ends on January 28, 2027 · The next price will be $79 · 140 days left
Currently being improved
- Report historyBeta
- Report comparisonBeta
- Cloud progress & bookmarksBeta
These features are included with the FDE Career Kit and will show a green check once fully released.
Everything you need to become FDE-ready
One structured system for less than the cost of a single coaching session.
Know exactly where your FDE gaps are
Unlimited assessments + report history (Beta)
Stop piecing together a plan
SWE / PM / EM — 3 role-specific 90-day paths
Learn through real work, not theory
16 real FDE case studies
Build the complete FDE curriculum
24 structured learning chapters
Walk into interviews prepared
474 questions with answer frameworks
Keep your progress organized
Progress tracking & bookmarks (cloud sync in Beta)
Compare Plans
| Feature | Free | Career Kit | Pro (later) |
|---|---|---|---|
| FDE Skill Assessment | 1 time | Unlimited | Coming SoonComing Soon: dynamic recommendations |
| Basic Readiness Report | Coming Soon | ||
| Report history | — | Beta | Coming Soon |
| Report comparison | — | Beta | Coming Soon |
| 90-Day Roadmap | Preview | Full SWE / PM / EM | Coming SoonDynamic re-ordering · Coming Soon |
| Learning Hub | 3 chapters | All 24 | Coming SoonAll 24 + future updates |
| Case Studies | 1 | All 16 | Coming SoonAll 16 |
| Interview Question Bank | 5 | 474 + answers | Coming Soon474 + future AI feedback |
| Cloud progress & bookmarks | — | Beta | Coming Soon |
| Radar public data | |||
| Radar history & alerts | — | — | Coming Soon |
| AI interview feedback | — | — | Coming Soon |
| Job matching & alerts | — | — | Coming Soon |
| Dynamic roadmap re-ordering | — | — | Coming Soon |
Choose the Career Kit for a complete self-guided FDE transition.·Free is a great way to start with the assessment.
FDE Pro is coming
Real-time job matching, market alerts, dynamic roadmaps, and AI interview feedback. Pricing and timing to be announced — join the waitlist to be first in line.
Buy with confidence
Start with a free assessment — see exactly where your gaps are
Take Free AssessmentFrequently Asked Questions
What is a Forward Deployed Engineer?expand_more
Can software engineers, AI engineers, or technical managers transition into FDE roles?expand_more
How does the FDE Skill Assessment work?expand_more
How is FDE Instinct different from a traditional course?expand_more
Where should I start on FDE Instinct?expand_more
What is FDE Radar?expand_more
What can I use for free, and what is included in the Career Kit?expand_more
Do I get future updates with the FDE Career Kit?expand_more
Ready to find your FDE instinct?
Take the free skill assessment. Know your level in 10 minutes.
Take Free Assessment