1. Land an AI FDE Role in 90 Days
Forward Deployed Engineers bridge cutting-edge AI and real-world customer impact. The role didn't exist 5 years ago. Now, top AI companies are hiring hundreds of FDEs at $180K-$700K+ total compensation - and struggling to find qualified candidates.
This is your window.

Who This Is For?
For software engineers, ML engineers and scientists who want to:
✓ Transition into the highest-paying hybrid role in AI
✓ Work directly with customers deploying production AI systems
✓ Join OpenAI, Anthropic, Databricks, Palantir, Harvey, Adobe etc.
✓ Skip 6-12 months of trial-and-error with a proven 90-day roadmap

Select Your FDE Coaching preference:
​→ Book a Discovery Call to discuss Intensive or Accelerator Coaching packages
  • ​Interview Intensive (6 weeks)
  • Accelerator (12 weeks)
2. What Clients Say?
"Worth 100x the price. Got my first FDE interview within 3 weeks of applying the networking templates." 
- Alex, ML Engineer

"The OpenAI interview breakdown was spot-on. Every type of question they asked was in the guide." 
- Sarah, AI Scientist

"Wish I had this guide 3 months ago. Would've saved me >$100K in delayed compensation." 
- David, Software Engineer
3. Why Most Engineers Fail to Land FDE Roles?
The FDE role requires a rare combination: elite engineering + customer-facing skills + AI/ML depth. 
Traditional SWE interview prep won't cut it. ​Here's what's actually blocking you:

Invisible to Recruiters
  • You have strong technical skills, but your resume disappears into the ATS black hole.
  • Job descriptions demand "customer-facing deployment experience" - but how do you get that without already being an FDE?
  • Your LinkedIn profile says "Software Engineer" or "ML Engineer," which recruiters filter out when searching for FDE candidates.
  • You're stuck in a catch-22 situation: you need FDE experience to get FDE interviews, but can't get experience without the role.
  • Cost: $25K-$35K lost every month you stay invisible 

Wrong Interview Prep
You can crush LeetCode but freeze when asked: "Walk me through deploying an LLM to a customer with strict compliance and data privacy requirements."
​
Traditional SWE interview preparation doesn't cover core FDE skills:
  • Customer scenario role-plays where you diagnose production issues
  • System design questions focused on AI integration and deployment
  • Behavioral questions about handling frustrated customers 
  • Technical depth discussions about AI safety and model evaluation
  • Cost: Average of 2.3 failed interviews before getting positioning right 

Unclear Positioning
  • Should you highlight your ML skills? Customer work? Deployment experience? System design? Communication abilities?
  • You're competing against candidates who've mastered the exact positioning formula that FDE hiring managers seek.
  • Without insider knowledge of what OpenAI and others evaluate, you're guessing and likely emphasizing the wrong credentials.
  • Cost: 60-90 extra days in job search (= $50K-$90K delayed comp) 
​
No Accountability or Expert Guidance
You're figuring this out alone, making expensive mistakes that coaching could prevent in week 1.
Cost: 4-6 months of trial-and-error vs 90 days with expert roadmap

→ Bottom Line
  • Every month you delay costs $25K-$35K in lost FDE compensation.
  • Three months = $75K-$105K.
  • Six months = $150K+
4. Who I Work With?
Forward Deployed Engineers are a rare breed - technically excellent, customer-savvy, and comfortable with chaos.
My FDE clients share these distinctive traits.

  • You thrive at the intersection. You're energized by the space where technology meets real-world problems. You'd rather solve a messy customer problem than optimize a clean benchmark.
  • You're a rapid prototyper. You can go from customer conversation to working demo in days, not months. You're comfortable building with incomplete information and iterating based on feedback.
  • You communicate like a consultant. You can translate technical capabilities into business value. You ask the right questions, understand stakeholder motivations, and present solutions in terms clients understand.
  • You embrace ambiguity. You don't need detailed specs to get started. You're comfortable scoping problems, making reasonable assumptions, and course-correcting as you learn more.
  • You're independently effective. You can walk into a new customer environment, understand their systems, identify opportunities, and deliver value - often without much backup. You figure things out.
  • You balance speed and quality. You know when to hack something together for a demo and when to build something production-ready. You're pragmatic about trade-offs and transparent about limitations.
  • You handle pressure gracefully. Customer deadlines, shifting requirements, high-stakes presentations - you've been there. You stay calm, adapt quickly, and deliver when it matters.
  • You genuinely like people. You enjoy customer interactions. You're curious about their problems, patient with their constraints, and invested in their success - not just the technical elegance of your solution.

If you're targeting FDE roles at OpenAI, Anthropic, Databricks etc. and this resonates, we would enjoy working together.
5. Choose Your Path to FDE
1. FDE Career Guide (Generic - $59)
The complete 44-page roadmap to land your FDE role independently.

What's Inside:
✓ 90-day week-by-week action plan
✓ 2 portfolio project specifications (RAG + fine-tuning)
✓ OpenAI & Anthropic interview breakdowns with real questions
✓ Resume templates optimized for FDE recruiter searches
✓ Networking scripts and outreach templates
✓ Comp negotiation strategies ($250K-$500K packages)
✓ 7-day quick-start action plan

Best For:
Disciplined self-starters with 10-15 hours/week to invest
2. FDE Career Guide (Personalised - $149)
Based on your specific career context and requirements, the Personalised FDE Career Guide will be tailor made for you.

What's Inside:
✓ A week-by-week action plan based on your timelines
✓ Interview breakdowns for your target companies
✓ Portfolio projects specific to your target domains
✓ Personalised resume templates based on your profile
✓ Networking scripts & templates based on your preferences
✓ Negotiation strategies based on your preferred style
✓ 7-day quick-start action plan

Best For:
Candidates who want to get an edge over their competition
3. FDE Strategy ($349)
Get personalised FDE prep strategy and guidance

What You Get:
✓ 60-minute 1:1 video call 
✓ Custom FDE prep and advice based on YOUR background
✓ Target company prioritisation (your top 5 matches)
✓ Profile (CV/LinkedIn) positioning feedback
✓ Skill gap analysis with specific action items
✓ Session recording + written action plan
✓ FDE Career Guide (Generic) included FREE ($59 value)

Best For:
Engineers who want clarity and direction before going deep
4. FDE Interview Sprint ($999)
Get interview-ready in 2 weeks. 3 mocks with expert feedback.

What You Get:
✓ 3 x 60-minute mock interviews with feedback:
   → AI/ML System Design (integration-focused)
   → Customer Scenario Role-Play
   → Behavioral + Values Alignment
✓ Company-specific guidance (OpenAI, Anthropic etc.)
✓ 2 weeks async email support
✓ FDE Career Guide (Generic) included FREE ($59 value)

Best For:
Engineers with interviews scheduled who need practice
5. FDE Interview Intensive ($1999)
The intensive coaching program with Strategy and Mocks

What You Get:
✓ 3 x 60-minute 1:1 coaching sessions
✓ 3 x technical mock interviews with expert feedback
✓ Unlimited async email support for 6 weeks
✓ Complete resume + LinkedIn transformation
✓ Portfolio project review with technical feedback
✓ Company-specific interview prep (OpenAI, Anthropic etc.)
✓ FDE Career Guide (Generic) included FREE ($59 value)
​
Best For:
Candidates with interviews in 6-8 weeks who need both 
Strategic positioning AND Interview practice 

Payment:
Pay $1999 upfront or $1099 in 2 instalments 

→ Book a free, 15min Discovery Call to discuss Intensive
6. FDE Coaching Accelerator ($3999)
The complete 3 month system: coaching, mocks, 1-1 support.

What You Get:
✓ 5 x 60-minute 1:1 coaching sessions
✓ 5 x technical mock interviews with expert feedback
✓ Unlimited async email support for 3 months
✓ Complete resume + LinkedIn transformation
✓ Portfolio project review with technical feedback
✓ Company-specific interview prep (OpenAI, Anthropic etc.)
✓ FDE Career Guide (Generic) included FREE ($69 value)
​
Best For:
Serious candidates who want complete strategic and interview support with a 3 month timeline to hitting the job market

Payment:
Pay $3999 upfront or $1499 instalment per month

→ Book a free, 15min Discovery Call to discuss Accelerator
Save with Bundles
Starter Bundle:  
Guide (69) + Strategy Session ($349) for $349 (save $69)

Interview Ready:  
Guide ($79)+ Sprint ($999) for $949 (save $129)

Serious Candidates:
Strategy ($349) + Sprint ($999) for $1199 (save $149)
​
→ Book a Call to discuss bundles or custom offerings
6. What's Inside the Guide?
This isn't a theory. It's a 44-page, battle-tested framework built from:
  • Analyzing 100+ FDE job postings to identify exact requirements
  • Coaching 100+ engineers through successful AI transitions at FAANG companies
  • My experience as Amazon Alexa AI Scientist & Consultant deploying production ML ​
→ Get the FDE Guide:
7. From Coaching to Career Success
From Coaching to Career Success For:
AI Scientists, ML Engineers, Data Scientists, Product Managers
Google
Apple
Meta
Microsoft
Amazon
LinkedIn
Salesforce
Twitter
Databricks
Google
Apple
Meta
Microsoft
Amazon
LinkedIn
Salesforce
Twitter
Databricks
Avni, AI Research Engineer, USA:
"I'm so grateful to have found Sundeep as a career coach. He is knowledgeable about the most up-to-date resources for interview preparation and about the types of questions that may be asked. He's also pragmatic in understanding my career goals and helping me with mock interviews. Not only that, he is a kind and compassionate person."

Michael, AI Research Scientist, USA:
"We did multiple mock interviews adapted to the needs of each interview and worked through the very last step which is salary negotiations. It's great to have someone you can trust throughout the stressful period of multiple interviews that can provide great advice and support."

Kensen, Data Scientist, USA:
"Sundeep was a great mentor for preparing me for FAANG-level data scientist interviews. I was able to learn a lot about his frameworks and tips, which were ultimately useful for my actual onsite interviews. Thanks to him, I received an offer from a FAANG company."

Deepti, Data Science Manager, USA:
"If you want the highest ROI for your job hunt efforts, working with Sundeep is where you want to invest your time, financial resources, and effort in. His practice interview approach is thoughtful and deliberate with detailed and constructive feedback."

Ivy, ML Engineer, USA:
"I highly recommend Sundeep's mock interviews. They prepared me for every curveball during my actual interviews. I aced my interviews at Uber, and I couldn't have done it without his coaching."

→ See All Testimonials
8. Your AI FDE Coach
Oxford-Trained Neuroscientist -> Amazon Alexa AI Scientist -> AI Career Coach
Dr. Sundeep Teki brings a unique combination of academic rigor, hands-on AI industry experience, and proven coaching methodology to career transformation.

What Makes Dr. Teki's Approach Different:

Insider FDE Knowledge
  • Deployed AI systems to customers during AI industry tenure
  • Understands both technical depth and customer communication requirements
  • Knows exactly what FDE hiring managers evaluate (not speculation)
  • Has experience coaching engineers for actual FDE interviews

Systematic, Proven Frameworks
  • Every recommendation backed by data from 100+ coaching clients
  • Proprietary positioning strategies optimized for FDE recruiter searches
  • Portfolio project specifications that consistently generate interviews
  • Interview preparation techniques with high success rate and 5* reviews​

Neuroscience-Backed Methodologies
  • Spaced repetition schedules for interview preparation (maximizes long-term retention)
  • Memory consolidation techniques for technical concepts (3× faster learning)
  • Stress inoculation training for high-pressure scenarios (reduces interview anxiety)
  • Cognitive load management for complex system design discussions

Academic Foundation:
  • PhD in Neuroscience from University College London (UCL)
  • Postdoctoral Research Fellow at University of Oxford
  • 40+ peer-reviewed publications with 3,000+ citations
  • Published in top AI conferences including INTERSPEECH, COLING, AAAI

AI Industry Leadership:
  • Research Scientist at Amazon Alexa AI (Speech & NLP)
  • Led Conversational AI Applied Research at Swiggy
  • Head of AI at Docsumo (25+ ML engineers; Document AI)
  • 17+ years of AI/ML experience across USA, UK, India, France

Ability to Coach for 4 AI roles (read why and how):
​Coaching Track Record:
FDE Deep Dive & Analysis:
  • The Definitive Guide to Forward Deployed Engineer Interviews in 2026: Definitive preparation resource for FDE interviews at OpenAI, Anthropic, Palantir, and Databricks. Covers: all 5 interview rounds (Tech Deep Dive, Coding, Solution Design, Leadership, Values), the STAR+ framework for customer-centric storytelling, decomposition techniques for ambiguous problems, company-specific values alignment, and real interview questions from 100+ successful placements. Master this to confidently answer "Walk me through a complex project you owned" and "Design an analytics pipeline for enterprise IoT data." Includes Python preparation framework, 6-week study timeline, and compensation benchmarks ($200K-$600K+). [45-60 min read, senior-level]
​
  • ​AI Forward Deployed Engineer: Comprehensive breakdown of the fastest growing hybrid role combining ML engineering with customer deployment. Covers: responsibilities (70% technical implementation, 30% customer-facing); required skills (Python, ML frameworks, distributed systems, communication); salary ranges ($200K - $400K TC), career progression, interview preparation, and companies hiring (OpenAI, Anthropic, Scale AI, Databricks, startups). Best fit for engineers who want technical depth with business impact visibility.  
 
  • Forward Deployed Engineer: The original Palantir role pioneering technical consulting model. Covers: technical + customer balance (50/50), travel requirements (30-50%), day-in-the-life, compensation structure, and whether this fits your personality. Compare with AI FDE to understand specialization trade-offs​.​

→ Start your FDE journey:
9. FAQs
1. Why should I pay for a guide when there's free FDE content online?

Free content is scattered, generic, and often outdated. This guide consolidates:
  • 100+ job posting analysis to identify exact skills employers seek (not speculation)
  • Interview processes from OpenAI and Anthropic with questions and evaluation criteria
  • Company-specific preparation you won't find in generic career advice
  • Neuroscience-backed preparation techniques from my Oxford PhD research on learning and memory

​Think of it this way:
One misaligned month of preparation costs you $25K-$35K in delayed compensation. The guide prevents that costly mistake.
Plus, if you decide to pursue coaching, the $49 is fully credited. It's a risk-free way to assess the quality of my frameworks.

2. How is this different from general software engineering career guides?

FDE is a hybrid role requiring both technical depth AND customer-facing skills. Generic SWE guides focus purely on coding interviews (LeetCode grinding). This guide covers:
  • Customer scenario role-plays unique to FDE interviews (not covered in SWE prep)
  • Deployment mindset vs. research mindset frameworks
  • Portfolio projects demonstrating customer empathy (not just technical capability)
  • Positioning yourself between engineering and solutions architecture
  • System design focused on integration (not just scale and throughput)
  • Soft skills development that 30% of the FDE role depends on
The FDE interview is fundamentally different. Traditional prep will leave you unprepared.

​3. What if I buy the guide and still want coaching?

The $49 guide fee will be fully credited toward coaching. 
Think of the guide as a paid trial. You get to evaluate my frameworks, teaching style, and depth of FDE knowledge before committing to coaching. If you love the guide, coaching takes it 10× deeper with personalisation and accountability.

​4. Is the 90-day timeline realistic?

For engineers with 3-5 years of experience who commit 10-15 hours/week, absolutely. The timeline breaks down:
  • Month 1 (Days 1-30): Build 2 portfolio projects + fill critical skill gaps
  • Month 2 (Days 31-60): Network strategically + create content + optimize positioning
  • Month 3 (Days 61-90): Interview preparation + applications + initial interviews

Some transitions happen faster (45-60 days for engineers with strong foundations and client-facing FDE-style experience as Solutions Architect etc.), others take 4-6 months depending on starting skills and target companies. The roadmap is aggressive but achievable. Coaching clients typically land their first FDE interview within 90-120 days.

​5. What if I don't get an FDE role after following the guide?

Here are the most common reasons for not landing FDE roles:
  • Insufficient skill development → Addressed through coaching's personalized learning plan
  • Weak interview performance → Addressed through 6 technical mock interviews with feedback
  • Poor positioning → Addressed through resume + LinkedIn transformation
  • Lack of accountability → Addressed through weekly coaching sessions and progress tracking

If you invest 90 days systematically following the guide and still struggle, that's a signal that coaching would accelerate your progress significantly.

→ Book a Discovery call
10. Start Your FDE Journey
→ Check your current readiness for FDE roles via this Quiz 

AI FDE Readiness Quiz

Enter your details to start. 30s per question. Speed counts.

Please enter your full name.
Please enter a valid email address.
Please enter a valid LinkedIn URL containing your name.

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Choose your preferred Coaching offering
​Career Guide (Generic)
Career Guide (Personalised) 
Strategy Session
Interview Sprint (2 weeks)

​→ Book a Discovery Call to discuss Intensive or Accelerator Coaching packages
​Interview Intensive (6 weeks)
Accelerator (12 weeks)
Any questions?
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