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Track · Forward Deployed Engineering

The engineer who sits with the customer and ships the solution.

Forward Deployed Engineering is the fastest-growing role in AI product companies: part builder, part integrator, part customer engineer. Testleaf trains the full stack of that job — code, integration, LLM applications, deployment and the conversation with the client.

Explore the Paths

Career Ladder

  1. 01Engineer / QA / Developer
  2. 02Solution Engineer
  3. 03Forward Deployed Engineer
  4. 04Senior FDE
  5. 05Solutions Architect

What the role actually involves

One engagement, four beats
  1. 01

    Discover

    Sit with the customer, scope the real problem, agree what success looks like.

  2. 02

    Build

    Prototype quickly in TypeScript or Python, wire up APIs and LLM components.

  3. 03

    Deploy

    Ship into the customer's environment: containers, CI/CD, auth, observability.

  4. 04

    Hand over

    Demo, document, train the customer team and feed learnings to product.

Two paths in this track

Engineer → Solutions Architect
Path 06Mid – Senior

Become a Forward Deployed Engineer

Forward Deployed Engineer

TypeScript/Python, APIs and integrations, LLM application development, rapid prototyping, deployment and customer-facing engineering.

Market range₹20L – ₹40L
View the full path

Skills in this track

12 skills across 2 paths
  • TypeScript
  • Python
  • REST & GraphQL
  • Auth & Integration Patterns
  • LLM Application Development
  • RAG
  • MCP & Tools
  • Agents
  • Docker & CI/CD
  • Observability
  • Solution Prototyping
  • Customer Engineering

Role economics

Published market data for this track. Hiring ranges, not outcome promises — figures pending validation.

Market range — FDE

₹20L – ₹40L

Source: · Updated:

Demand trend

Open roles, year over year

Common hiring sectors
  • AI and SaaS product companies
  • Data platform vendors
  • Solution partners

Who moves into this track

The strength you bring, the gap you close

SDETs & Automation Engineers

Already code and debug in unfamiliar systems.

Gap: Building and deploying, not just verifying.

Developers

Have the build skills.

Gap: Customer conversation, scoping and integration breadth.

Solution / Support Engineers

Know the customer.

Gap: Engineering depth to build the solution themselves.

Still deciding

Find out if Forward Deployed is your shortest move.

The assessment scores you against this track and tells you which gaps to close first.

Talk to a mentor

Fifteen minutes with an engineer who has made this move.

Bring your current role, your target role and your timeline. You'll leave with an honest read on the gap and what to close first — no sales pitch.

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