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
What a Forward Deployed Engineer Actually Does in a Week: A Time Audit
A raw, unvarnished time audit of a Forward Deployed Engineer's week: from debugging customer Kubernetes clusters at 2 AM to whiteboarding LLM architectures with C-suite execs. Real comp data, workflow breakdowns, and why the role is a high-stakes blend of engineering and diplomacy.
9 min read
Forward Deployed
From FDE to Founder: Why the Role Is the Ultimate Startup Prep
Forward Deployed Engineers master customer pain, prototype in weeks, and ship under fire—exactly the skills founders need. Here's the concrete playbook for translating FDE grit into startup success.
8 min read
Forward Deployed
Writing Customer-Facing Technical Docs Engineers Actually Read
Stop writing docs that gather dust. A tactical playbook for Forward Deployed Engineers on structuring, scoping, and shipping customer-facing technical documentation that drives adoption and reduces support tickets.
7 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Time Audit
A real-world breakdown of the FDE weekly cycle: 30% code, 40% customer context, and 30% unblocking. Ditch the abstract role definitions—here's the concrete time audit.
9 min read
Forward Deployed
Deploying an LLM Feature at a Regulated Enterprise in 5 Days
A concrete case study on shipping a private LLM feature inside a Fortune 500 bank. Covers on-premise architecture, red-teaming, compliance, and the FDE comp context.
7 min read
Forward Deployed
Debugging in the Customer’s Environment When You Have Zero Direct Access
A forward deployed engineer's playbook for diagnosing production issues without SSH, VPN, or logs. Concrete techniques, proxy tools, and escalation frameworks for zero-access environments.
9 min read
Forward Deployed
Metrics an FDE Owns: Time-to-Value, Adoption, and Expansion Revenue
Forward Deployed Engineers don't just ship code—they ship business outcomes. Here's exactly how to measure and maximize Time-to-Value, Adoption, and Expansion Revenue to justify your forward deployed engineer salary and move the needle on the deals that matter.
8 min read
Forward Deployed
From Messy Customer Problem to Shipped Prototype in One Week: An FDE Playbook
A concrete, week-long playbook for Forward Deployed Engineers. Learn the high-signal skills required to triage messy enterprise problems, build trust, scope an MVP, and ship a working prototype that unblocks six-figure deals.
9 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers to Unblock Deployments and Drive Adoption
A concrete playbook on how Forward Deployed Engineers embed inside customer teams, debug production blockages, ship custom integrations, and turn stuck pilots into expansion revenue—no theory, just the real workflow.
9 min read
Forward Deployed
How AI-Native Startups Use FDEs to Win Complex Enterprise Deals and Reduce Churn
Forward Deployed Engineers are the secret weapon for AI startups landing six-figure enterprise contracts. This case study breaks down how FDEs bridge the gap between frontier models and Fortune 500 security checklists, turning technical churn into expansion revenue.
9 min read
Forward Deployed
The Tools an FDE Ships With: Data Integration, Custom Demos, and Internal Scaffolding
A concrete breakdown of the forward deployed engineer's technical stack. From Python data pipelines and React demo scaffolds to n8n automations and internal CLI tools, here's what you actually build.
9 min read
Forward Deployed
The Highest-Leverage Skills for a Forward Deployed Engineer in the AI Era
Master the 5 highest-leverage FDE skills for 2025: system design for non-determinism, evaluation-driven development, prompt architecture, and ruthless business context. Real workflows, tools, and compensation data.
9 min read
Forward Deployed
How FDEs Turn a Messy Customer Problem Into a Shipped Prototype in a Week
A concrete playbook for the forward deployed engineer workflow: scoping chaos, building trust, picking the right tech stack, and shipping a prototype that closes the deal in 5 days.
9 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Time Audit
A real-world time audit of a Forward Deployed Engineer: 10% coding, 30% customer calls, 60% gluing APIs and reading logs. A concrete breakdown of the FDE model vs. traditional SWE.
9 min read
Forward Deployed
How Palantir-Style FDEs Embed with Customers to Accelerate Time to Value
A concrete playbook on the Palantir FDE embed model: how forward deployed engineers parachute into customer sites, ship production code in week one, and collapse sales-to-value cycles from months to days.
15 min read
Forward Deployed
FDE Compensation Bands 2025: Salary, Equity, and How to Negotiate
Real forward deployed engineer compensation bands for 2025: base salary, equity, and total comp from Palantir to startups. Learn negotiation levers and career trajectory.
11 min read
Forward Deployed
The FDE Interview Loop: What to Expect and How to Prepare in 2025
A no-fluff breakdown of the 2025 FDE interview loop—technical screens, project deep-dives, stakeholder role-plays, and live debugging. Concrete prep tactics, real scenarios, and comp context.
8 min read
Forward Deployed
How FDEs Build Trust with Non-Technical Stakeholders in Enterprise Deals
Trust isn't built with architecture diagrams. Learn the concrete FDE playbook for aligning technical reality with business outcomes, using live demos, commercial framing, and ruthless prioritization to close enterprise deals.
10 min read
Forward Deployed
What a Forward Deployed Engineer Actually Does in a Week: A Time Audit
A real-world time audit of a Forward Deployed Engineer's week. See exactly how FDEs split time between coding, customer calls, debugging, and travel—plus comp and career context.
10 min read
Forward Deployed
Writing Customer-Facing Technical Docs Engineers Will Actually Read
Stop writing documentation that gathers digital dust. Learn the FDE approach to creating technical docs that engineers trust, reference, and actually use—with concrete workflows and real salary context for UK AI roles.
7 min read
Forward Deployed
Case Study: Deploying an LLM Feature That Survived an F100 Security Review
A concrete walkthrough of shipping a summarization agent inside a Fortune 100 bank. We cover architecture, the 6-week security review, data isolation, and the FDE comp tied to clearing enterprise gates.
9 min read
Forward Deployed
FDE vs Solutions Engineer vs Sales Engineer: Scope, Compensation, and Daily Reality
A high-signal comparison of Forward Deployed Engineer, Solutions Engineer, and Sales Engineer roles. We break down scope, compensation, daily workflows, and career paths for technical GTM roles.
9 min read
Forward Deployed
The Highest-Leverage Skills for an FDE in the AI Era: Prompting, Pivoting, and Positioning
Forward Deployed Engineering is being rewritten by LLMs. The highest-leverage skills are no longer just coding speed but prompt architecture, ruthless pivoting, and strategic positioning. Learn the concrete workflows, tools, and comp trends defining the AI-native FDE.
9 min read
Forward Deployed
How AI-Native Startups Use Forward Deployed Engineers to Win Enterprise Deals
AI-native startups face a brutal enterprise reality: the model works in the demo but fails on the customer's messy data. Forward Deployed Engineers bridge this gap, turning technical POCs into $500K+ ACV deals by solving the last-mile integration problem with code, not slides.
11 min read
345 articles and counting