From engineering student to GenAI engineer at an AI studio: what actually happened

The unglamorous sequence behind the title: a failed first project, paid client work with two friends, a CRM built to run ourselves, and a 14-member team — in the order it actually happened.

Requirements gathering, on stage
Requirements gathering, on stage

"GenAI Engineer" on a student's profile invites scepticism, and it should. Here is what the title actually contained: a sequence of small, mostly unglamorous steps, each of which only made sense because of the one before. Students asking how to start a company should read the order, not the outcome.

Step zero: a failure

Living Space Automation, my first real project, failed hard. It taught me that building the thing is not the hard part; knowing what to build and for whom is. That lesson is the reason every later product started with a paying or committed user.

Step one: three students and clients

Saksham Gupta, Raman Shukla and I started shipping paid web products for clients while studying. Not a pitch deck — invoices. Small engagements, real ones. That is what SCULT INDIA was before it had a name that meant anything.

Step two: the tool we needed ourselves

Client work produced chaos: leads, projects, deliverables, revenue in five places. So we built SCULT Studio, the CRM and operations platform the agency runs on. Building for ourselves taught the discipline that later went into client AI products — see building SCULT Studio.

Step three: a team

A 14-member cross-functional team, most of them students, which I led across engineering, architecture, UI/UX and delivery. Leading people older than your experience is where the title starts to mean something; the lessons are in leading a 14-member team while still a student.

Step four: the AI turn

Clients started asking for AI features, and the five production AI apps followed — RAG, fine-tuning, vision, document intelligence, speech. The scope kept growing into a GenAI engineering role, with a team attached.

What the title does not mean

Funding, a large office, or certainty. It means responsibility for what ships and for the people shipping it, taken on while writing exams. Students who want it should start at step one, with a client, and let the title arrive when it is true.

JourneySCULT INDIAGenAI EngineerStartup
Pranjul Rathour
Pranjul Rathour
GenAI Engineer · Kanpur, Uttar Pradesh, India

GenAI engineer and AI product builder with 2+ years shipping production-grade AI systems: RAG pipelines, fine-tuned LLMs, hybrid retrieval and multi-modal apps across vision, speech and OCR, architected end to end from ingestion to deployment. Leads engineering for SCULT INDIA's 14-member team, founded the 500+ member TechVerse Enclave community and has mentored 200+ students. Three hackathon first prizes: Changethon 2025 (IIT Roorkee), Product Genesis at Vividhotsava 2025 (CSJMU Kanpur) and BYTEBATTLE (MeetKats).

Open to GenAI roles, hackathon judging, mentorship sessions and guest talks at colleges. Email pranjulrathour41@gmail.com.

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Open to GenAI roles, hackathon judging, mentorship sessions and guest talks at colleges.

Pranjul Rathour, GenAI engineer in Kanpur