Guides
Understand the FDE career
Forward Deployed Engineer at Sierra: Role, Salary, and Interview (2026)
Sierra sells its agents on outcome-based pricing — customers pay per successful resolution, not per seat. That one billing decision turns the Forward Deployed Engineer into the company's revenue engine: the agent only earns money when it works, and the FDE is who makes it work. Inside the role variants, the comp math, and a take-home-heavy interview loop built around building a real agent.
FDE vs Solutions Engineer (2026): Scope, Pay, and the One Line That Separates Them
Forward Deployed Engineer and Solutions Engineer look like the same job on a careers page. They aren't. One carries a quota and hands off at signature; the other writes production code and owns the outcome. Here's the real difference — in scope, in day-to-day work, and in pay.
Forward Deployed Engineer at Scale AI: Role, Salary, and Interview (2026)
In June 2025 Meta bought 49% of Scale AI for $14.3B — and Google and OpenAI, two of Scale's biggest data customers, walked. That reshaped the Forward Deployed Engineer job here more than at any other AI company: the seat has pivoted from frontier-lab data infrastructure toward enterprise and government deployment. Inside the GenAI FDE role, the published $179K–$224K base band, and what the customer exodus means for the job.
Industrial AI Is the Next FDE Frontier — And It's an Opening for Data Engineers
A distinct Forward Deployed Engineer lane is forming in heavy industry — oil and gas, chemicals, power, manufacturing — where the moat is domain access, messy operational data, and safety, not model quality. The reflex is to staff it with process engineers. The underrated migrant is the data engineer, whose home turf is the hard, durable half of the work. One early signal, honestly caveated.
Forward Deployed Engineer at Cohere: Role, Salary, and Interview (2026)
At Cohere, roughly 85% of revenue comes from private, on-prem deployments — which makes the Forward Deployed Engineer the company's actual go-to-market engine, not a support function. Inside the North agentic-platform role, the value-tier comp math, and a take-home-first interview loop that's the fastest at any AI lab.
Forward Deployed Engineer at Mistral AI: Role, Salary, and Interview (2026)
Mistral's FDE is the most ML-heavy forward-deployed role at any frontier lab — a PhD-preferred seat where the interview makes you implement multi-head attention from scratch. Inside the sovereignty pitch, the €11.7B-to-€20B equity math, the transatlantic pay gap, and the six-round loop.
Forward Deployed Engineer at Salesforce: Role, Salary, and Interview (2026)
Salesforce is hiring Forward Deployed Engineers by the hundreds to staff Agentforce — but the title hides two very different jobs. Here's how the PM-flavored 'Blueprint' role differs from the Apex-and-Python AI FDE, what Salesforce's own postings pay ($117K–$314K base), and how to read the qualifications instead of the title.
Forward Deployed Engineer at Google: Role, Salary, and Interview (2026)
Google Cloud spun up a four-rung Forward Deployed Engineer ladder in 2026 and posted the role across two dozen cities on three continents. Here's what the GenAI FDE actually does, what the disclosed base ranges say ($102K at FDE I to roughly $300K at FDE IV), and why Google is buying distribution rather than the top of the market.
Forward Deployed Engineer at Databricks: Role, Salary, and Interview (2026)
Databricks just gave a name to a job it has run for a decade. Here's how the new full-stack, GenAI-flavored FDE differs from the Resident Solutions Architect, what the customer-facing architect family actually pays ($216K–$522K on Levels.fyi), and how the case-study interview works.
Forward Deployed Engineer at Palantir: Role, Salary, and Interview (2026)
Palantir invented the Forward Deployed Engineer. Here's what its FDSEs actually do, why the reported $171K–$295K comp sits well below the AI labs now copying the model, and how the Decomposition round works.
Forward Deployed Engineer at Anthropic: Role, Salary, and Interview (2026)
What Anthropic FDEs actually do, the posted $200K–$300K base and reported $650K–$750K+ total comp, and how the interview loop works — plus why the RSUs behind a $965B pre-IPO valuation change the math.
Forward Deployed Engineer Jobs in India: The 2026 Market
585 live FDE postings, an 18x comp spread from ₹5L services roles to ₹90L founding seats, and a consulting wave led by BCG X and McKinsey QuantumBlack — the India FDE market, with real numbers.
FDE Training Programs Compared: IIT Delhi, IIT Roorkee, fde.academy, and GSDC (2026)
Four ways to get a Forward Deployed Engineer credential in 2026, from a $400 exam to a ₹1.9 lakh IIT certificate — what each actually teaches, and what none of them do.
Forward Deployed Engineer at OpenAI: Role, Salary, and Interview (2026)
What OpenAI FDEs actually do, what they earn ($350K–$550K+ TC), and how the seven-round interview loop works — including what changed with the Deployment Company.
The FDE Interview, Explained
How to attack the Palantir-style ambiguous problem, what companies actually test, and the five stories you need prepared.
What is a Forward Deployed Engineer? (2026 Guide)
Why 95% of enterprise AI projects fail at deployment — and why the FDE became the fastest-growing job in tech.
FDE Salary Guide 2026
Real Forward Deployed Engineer comp bands: from $113K defense floors to $1.2M principal seats at frontier labs.