India's next engineer is being forged in IITs, and in the field

From IIT labs, a new kind of engineer is emerging, one who will not only build technology but also sit with clients to understand what the market demands. The term Forward Deployed Engineer (FDE), coined in Silicon Valley, has gained considerable traction in the US, while India is still catching up. But the country has the opportunity to close that gap, and its IITs could once again play a leading role in shaping this new breed of engineer.New Delhi,Oct 6, 2026 19:18 ISTIndia’s engineering education stands upon the threshold of a change, not merely a matter of adding another paper to an already crowded curriculum, but of reconsidering, in some measure, what an engineer is expected to be, and where it is expected to stand in the world of work.At the country’s premier institutes, this change is beginning to take shape: Forward Deployed Engineering, or FDE, is finding its way into formal learning programmes, even as enterprises move beyond the first excitement of AI experimentation and towards the harder business of putting these systems to work.According to Futurense, FDE courses are now associated with programmes across nine IITs, while the organisation has, in previous years, worked with more than 14 IITs on future-skills initiatives.IIT Roorkee offers a PG Certificate Programme in Forward Deployed AI Engineering, while IITM Pravartak, the technology innovation hub of IIT Madras, has introduced an Advanced Executive Programme in Forward Deployed AI Engineering and an Executive Programme in Forward Deployed AI Product Management. IIT Gandhinagar, meanwhile, lists a residential PG Diploma in AI-ML & Agentic AI Engineering, curated for FDE-oriented roles. The gravity of this development lies not merely in the addition of another technical specialisation; it points, rather, to a different conception of the engineer, one who must write the code, understand the business problem, sit with the client, and, in the end, see the solution through to deployment.The Forward Deployed Engineer Talent Landscape in India, published by FDE Academy in September 2026, examines this nascent labour market and the forces giving it shape. Its central proposition is a simple one, though its consequences may be considerable: in the age of AI, building a model is only the beginning.The real value is realised when that technology can be carried from the drawing board into the untidy, demanding circumstances of an actual enterprise, its data, its legacy systems, its processes, and its particular constraints.FROM THE MODEL TO THE MACHINE ROOMThe report’s central proposition is merely simple. The age of AI will not be decided by models alone, but by the people who can make those models function amid the untidy circumstances of business.An FDE is therefore expected to do rather more than write code. The role may involve APIs and systems integration, enterprise architecture, stakeholder management, discovery of business requirements, and the taking of an AI system into production and its subsequent monitoring and optimisation.This is where the report places its chief distinction.Traditional engineering remains necessary, but it is no longer sufficient. Among the skills sought in FDE job postings, customer and consulting capabilities appear in 98% of postings, core engineering in 94%, cloud and AI operations in 84%, applied AI in 79%, and architecture and enterprise integration in 63%.The technical stack itself includes LLMs, RAG, AI agents, tool calling, agent orchestration, APIs, ERP and CRM integration, MLOps and LLMOps.AI NEEDS MEN WHO CAN CROSS THE SILOSRaghav Gupta, Founder and CEO of FDE Academy, gives the reasoning behind the new role in more homely terms.Speaking in the accompanying recorded conversation, Gupta said: “Now, the problem is this is not technology.”His point was that an AI strategy devised in the boardroom encounters a different world when it reaches the enterprise. Existing systems, data flows, custom software and the habits of users must all be considered before an AI product can function properly.As he put it: “That context is in multiple silos.” The FDE, in this telling, is the person required to find that context and join it to the technology.The report reaches much the same conclusion. It says the market is moving beyond AI literacy towards applied AI, enterprise integration, deployment ownership, evaluation, governance and measurable business outcomes.THE CLASSROOM MOVES, THOUGH THE MARKET MOVES FASTERIt is here that India’s institutes face their difficulty. Gupta argues in the recording that the machinery of formal education is slower than the technology it is required to teach.“Should I change my curriculum tomorrow? As a matter of fact, every 4 weeks, I change the curriculum,” he said. “Everything is changing so quickly.”He further said that FDE programmes were being launched with IIT Kharagpur, IIT Roorkee and IIT Madras, with IIT Gandhinagar mentioned as another programme not yet signed at the time of the conversation.BENGALURU LEADS, BUT THE OPPORTUNITY IS WIDERThe geography of this market is already visible. Bengaluru accounts for 34% of India’s FDE talent, followed by Delhi NCR at 14%, Hyderabad at 13%, Pune at 12%, Mumbai at 11%, and Chennai and other cities at 8% each. Bengaluru, Delhi NCR and Hyderabad together contain 61% of the talent pool.The report calls Hyderabad the fastest-growing FDE hub.The workforce itself is young. Forty-two per cent of FDE professionals fall in the four-to-eight-year experience band and another 28% have three years or less. Thus, 70% possess eight years of experience or less.The commercial reward is already apparent. Indicative median compensation for field-deployed AI builders rises from 32 lakh for those with up to three years’ experience to 155 lakh for those above 15 years.The report attributes this premium to production deployment ownership and specialised AI expertise.The report foresees demand for FDE talent outstripping supply through 2027–28, even as AI-assisted engineering moderates some routine work and regulation, governance and enterprise in-house capability create new demand.Gupta’s own description is more blunt: “the techies of the future will not be sitting at the back office. They will be sitting with the client.”That may be the report’s most consequential observation. The engineer of the coming years is not being asked to abandon code, but to carry it further, to the customer, the workflow, the production system and, ultimately, the result- Ends