The FDE Coach blog · new articles every day
Practical guides for engineers who ship AI.
Step-by-step builds with free AI tools, what just shipped in AI and why it matters, and Forward Deployed Engineer playbooks on interviews, pay and client work.
FDE playbooks, case studies, and career deep-dives.
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Forward Deployed
Building Trust with Non-Technical Stakeholders: An FDE's Communication Framework
A concrete playbook for Forward Deployed Engineers to translate technical depth into business trust. Learn frameworks, real-world scenarios, and the career impact of mastering stakeholder communication.
7 min read
Forward Deployed
How FDEs Work with Product and Engineering After the Sale to Shape the Roadmap
A concrete playbook for FDEs on translating post-sale field signals into product roadmap wins. Covers triage, technical bridging, RFC writing, and comp context.
8 min read
Forward Deployed
On-Site vs Remote FDE Work: Travel Realities and Building Trust in the Trenches
Unpack the real travel cadence, compensation differentials, and trust-building mechanics of on-site vs remote Forward Deployed Engineering. A no-BS guide to navigating the trenches.
7 min read
Forward Deployed
Metrics an FDE Actually Owns: Time-to-Value, Adoption, and Expansion Revenue
Stop tracking vanity metrics. Learn why Forward Deployed Engineers own Time-to-Value, Product Adoption, and Expansion Revenue—and how to instrument them to unlock comp and career growth.
8 min read
Forward Deployed
A Week in the Life of a Forward Deployed Engineer: Demos, Debugging, and Deadlines
Move beyond the job description. A raw, day-by-day breakdown of what an FDE actually does: from pre-sales engineering and on-site debugging to shipping production code against a customer deadline.
7 min read
Forward Deployed
Case Study: Deploying an LLM Feature That Survived Enterprise Security Review
A step-by-step technical playbook for deploying an LLM feature at an enterprise customer, navigating InfoSec reviews, data residency, and air-gapped inference. Real decisions, architecture, and the career context for Forward Deployed Engineers.
9 min read
Forward Deployed
Building Trust with Non-Technical Stakeholders as a Forward Deployed Engineer
Concrete tactics for FDEs to translate technical chaos into business confidence. Learn to scope, communicate risk, and present data without losing the room.
9 min read
Forward Deployed
Metrics an FDE Actually Owns: Time-to-Value, Adoption, and Expansion Revenue
Stop measuring vanity activity. Forward Deployed Engineers own business outcomes: compress Time-to-Value to days, drive deep feature adoption, and design expansion paths that compound revenue. Real workflows, comp impact, and no fluff.
10 min read
Forward Deployed
How AI-Native Startups Use Forward Deployed Engineers to Win Enterprise Deals
A concrete playbook on how AI-native startups weaponize FDEs to close enterprise deals. Covers the technical integration playbook, security review survival, and the multi-million dollar bridge from API to production.
8 min read
Forward Deployed
Case Study: Deploying an LLM Feature That Survived Enterprise Security Review
A step-by-step FDE playbook for shipping an LLM-powered summarization feature into a locked-down bank. Covers data egress, zero-retention prompts, air-gapped deployment, and the SOC2 audit that almost killed the project.
8 min read
Forward Deployed
Debugging in the Customer's Environment Without Direct Access: The FDE Playbook
A concrete playbook for Forward Deployed Engineers debugging production issues in locked-down customer environments. Techniques for remote diagnosis, evidence collection, and resolving critical bugs when you can't touch the system.
10 min read
Forward Deployed
Writing Customer-Facing Technical Docs That Actually Get Read and Used
Engineers often treat docs as an afterthought, but in customer-facing roles, a crisp integration guide is the product. Learn to kill cognitive load, structure for skimmers, and instrument your docs like production code.
9 min read
Forward Deployed
Debugging in the Customer's Environment Without Direct Access: The FDE Playbook
A concrete playbook for Forward Deployed Engineers debugging production issues in air-gapped or restricted customer environments. Covers telemetry, proxy tooling, and how to structure your resume to prove you can fix code you can't touch.
7 min read
Forward Deployed
FDE Career Pivot: How Backend & Frontend Engineers Break Into Forward Deployed AI Roles
Transitioning from backend or frontend into an AI Forward Deployed Engineer role isn't about a PhD. It's about mastering a new T-shaped skillset: chaining APIs, prompt engineering, and ruthless prototyping. Here's the concrete playbook.
8 min read
Forward Deployed
FDE Playbook: From Customer Chaos to Shipped Prototype in 5 Days
A concrete playbook for Forward Deployed Engineers: how to triage a messy enterprise problem, scope a zero-to-one prototype, and ship working code in a single week. Real tools, decisions, and comp context.
11 min read
Forward Deployed
Solutions Engineer vs Software Engineer: The Trust-Building Playbook
Stop coding in a silo. Master the trust-driven workflow that separates solutions engineers from software engineers. Real tactics for alignment, demo psychology, and comp.
7 min read
Forward Deployed
What a Forward Deployed Engineer Actually Ships in a 60-Hour Week
A concrete, engineer-to-engineer breakdown of what a Forward Deployed Engineer (FDE) ships during a 60-hour sprint in an AI startup. We cover real code, customer firefights, and architecture decisions—no hype.
10 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers: The Immersion Playbook
A concrete playbook for Forward Deployed Engineers on customer immersion: how to embed, map the power hierarchy, build trust, and ship code that sticks—not just demos that impress.
6 min read
Forward Deployed
After the Ink Dries: How FDEs Partner with Product and Core Engineering Post-Sale
The deal is closed, but the real work begins. A tactical playbook for Forward Deployed Engineers on navigating the post-sale handoff, driving product feedback loops, and preventing the 'valley of death' between Sales and Core Engineering.
9 min read
Forward Deployed
What a Forward Deployed Engineer Ships in a 60-Hour Week at an AI Startup
A concrete, hour-by-hour dissection of an FDE's week: debugging customer RAG pipelines, shipping POC features, and navigating the messy reality between sales promises and production code.
11 min read
Forward Deployed
FDE Compensation Reality: Salary Bands, Equity, and Negotiation Tactics
Real FDE compensation data: salary bands by stage, equity structures, and concrete negotiation tactics. Learn how to map your value to the right leverage points.
10 min read
Forward Deployed
The FDE Portfolio: What to Build to Get Hired (It's Not a To-Do App)
Stop building CRUD apps. A Forward Deployed Engineer portfolio proves you can decompose messy enterprise problems, ship high-stakes prototypes in days, and handle the full-stack chaos of AI integration. Here’s exactly what to build.
9 min read
Forward Deployed
FDE vs Solutions Engineer vs Sales Engineer: Scope, Comp, and Ownership Compared
A concrete engineer-to-engineer breakdown of Forward Deployed Engineer, Solutions Engineer, and Sales Engineer roles. Real scope differences, compensation bands, ownership models, and how to choose your path in enterprise AI.
12 min read
Forward Deployed
The FDE Portfolio: What to Build to Get Hired (It’s Not a To-Do App)
Forget CRUD apps. Forward Deployed Engineer hiring managers want proof you can ship into chaos. Build these 3 project archetypes to demonstrate the technical empathy and decomposition skills that land $180k+ offers.
9 min read
345 articles and counting