Handbook · 20 chapters · ~49 min
Forward Deployed Playbook
A practical field guide to forward deployed engineering — discovery, scoping, ROI, taking a POC to production, working with messy customer data and systems, managing stakeholders, and landing the FDE role itself.
Start reading →Foundations
01 · 3 minWhat a forward deployed engineer actually doesThe role in plain terms — and how it differs from SWE, solutions and consulting.02 · 3 minThe FDE mindsetOutcomes over output, ownership, and comfort with ambiguity.03 · 3 minThe engagement lifecycleFrom first conversation to production and expansion — with exit criteria for each stage.
Discovery & scoping
04 · 3 minRunning discoveryInterviews, shadowing and a data reality check before you write any code.05 · 2 minFraming the problemFrom "we want AI" to a problem statement with a baseline and a success metric.06 · 3 minScoping and the statement of workIn scope, out of scope, assumptions, risks and acceptance criteria that hold up.07 · 2 minROI and the business caseTurning technical results into numbers an executive will fund.
Build & deliver
08 · 3 minFrom POC to productionDesigning proofs of concept that graduate instead of dying in pilot purgatory.09 · 2 minWorking with messy customer dataAccess, profiling, PII and the data quality traps that sink projects.10 · 3 minIntegrating with customer systemsSSO, networks, legacy systems and the security review — inside someone else's environment.11 · 3 minShipping LLM features for customersChoosing the pattern, evals as acceptance criteria, guardrails and staged rollout.12 · 2 minDemos that winStory, real data and a plan for when things go wrong.
Customers & stakeholders
13 · 2 minManaging stakeholdersChampions, budget holders, blockers — and a cadence that keeps everyone aligned.14 · 2 minSetting expectations and delivering bad newsAI uncertainty, scope creep, saying no and escalating — without losing trust.15 · 2 minBeing the voice of the customerTurning field work into product improvements and reusable assets.16 · 2 minHandoff, enablement and expansionLeaving the customer self-sufficient — and setting up the next win.
Landing the role
17 · 3 minThe FDE interview loopCoding, customer-flavoured system design, the ambiguous case and how to narrate it.18 · 2 minTransitioning from SWE to FDEMapping your experience, building proof and a story bank that lands offers.19 · 2 minField checklistsPre-flight checks for discovery, scoping, POC, go-live and handoff.20 · 2 minFurther resourcesBooks, practice and related handbooks for going deeper.
Written by Bipin Singh
Work with meSenior Full-Stack Engineer · AI & AWS. I turn ambiguous customer problems into production systems — cloud, data and AI.
More handbooks by Bipin Singh: bipinsingh.in/#blog