Forward Deployed Engineer

Trail
Bangalore Urban, Karnataka, India

About Us:

Trail is the context layer AI agents run on. We're building the missing layer between your company's rules, exceptions, and institutional knowledge and the agents trying to act on them. It's a governed graph that lets any agent or platform, including Trail agents, make the right call on your most complex business processes. Agents today fail not because models are weak, but because they're never given the judgment a business builds up over years. We're fixing that.

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About the role

This is a full-time, on-site role for a Forward Deployed Engineer based in Bangalore, India.

In this role, you will work directly with customers to design, build, and deploy AI-driven systems into live production environments. You will operate at the intersection of frontend, backend, and infrastructure, owning problems end-to-end — from initial requirements to production rollout. You will design AI-native interfaces and workflows, integrate LLM-powered systems, and build real-time applications that connect software to physical operations.

Qualifications

  • 2+ years as a Forward Deployed Engineer, software engineer, ML engineer or equivalent — startup experience preferred; founder or founding engineer background is a plus.
  • Experience building AI-native applications, including: chatbot / conversational interfaces, agentic workflows, RAG systems.
  • Strong understanding of frontend system design, including: state management (local vs global vs server state), performance optimization, caching, and rendering patterns.
  • Solid understanding of backend and infrastructure systems, including APIs, data flow, authentication/authorization, and secure data handling — with the ability to debug, design, and collaborate effectively across these layers
  • Hands-on experience building production LLM systems, including RAG pipelines, agent orchestration, embeddings/vector search, and prompt design — with a strong understanding of trade-offs (latency, cost, hallucinations, reliability)
  • Ability to own problems and systems end-to-end, from first principles and problem definition through design, implementation, and production.
  • Strong foundations in computer science and software engineering principles
  • Experience working in client-facing or high-ownership environments is a plus
  • Bachelor’s degree in Computer Science, Engineering, or a related field (or equivalent practical experience)

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Questions about this job

How do I apply for the Forward Deployed Engineer job at Trail?

Use the apply link on this page: you apply directly with Trail on LinkedIn. Before you do, score your resume against this job description on Fitboard. It shows which skills and keywords the job asks for that your resume doesn't show, so you can fix them first.

What skills does Trail want for this Forward Deployed Engineer role?

The job description asks for Forward Deployed Engineer, software engineer, ML engineer, AI-native applications, chatbot / conversational interfaces, agentic workflows, RAG systems and frontend system design. Make sure your resume shows the ones you have, in the words the job uses: applicant tracking systems look for them.

How can I get a job at Trail?

Apply to the Trail roles that match your experience, and tailor your resume to each job description: for this role that means showing Forward Deployed Engineer, software engineer, ML engineer. A resume that matches the job's own keywords is more likely to get past screening. Fitboard scores your resume against this exact job for free.

Is this Forward Deployed Engineer job remote or onsite?

This is based in Bangalore Urban, Karnataka.

Is it free to apply? Does Fitboard charge anything?

Applying is free: you apply directly with Trail, and this job page and its apply link cost nothing. Checking your resume against this job is free too, with 3 free scans when you sign in and no credit card needed.

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