A final-year project is the one time college gives you months to build something and a panel that has to listen. Most students spend it on a chatbot with no users and a report with no numbers. Here is how I would choose, having reviewed many and having built the projects that got me hired.

Choose by user, not by technology

Start with a person who has a problem you can reach: a department, a local shop, an NGO, a clinic. The college-documents RAG project is a strong default because the users are in the building. A project with ten real users survives any viva question about relevance.

Pick one hard part

Retrieval quality, deterministic extraction, on-device inference, evaluation in a regional language — one genuinely difficult problem you will actually solve. The rest of the system should be plain engineering. Examiners and recruiters both look for the hard part; see the ideas in multimodal LLMs: five student project ideas.

Plan the evaluation in month one

  • A test set with known answers, built before the system works.
  • Metrics that fit: recall and faithfulness for retrieval, field accuracy for extraction, error rates per group for recognition.
  • A baseline to compare against — the naive version, or the tool users have today.

Scope for a demo

One demo path that runs live on the examiner's input. Everything else in the report as future work. A narrow, working system with numbers beats a broad architecture diagram every time, at a viva and at an interview.

Document as you go

  • A README that a recruiter can read in three minutes — see a GitHub profile recruiters actually read.
  • Weekly notes on decisions and failures; they become the report's best chapter.
  • A short demo video for people who cannot run it.

Done this way, the final-year project is the first item on your resume and the story you tell in every interview. Done the usual way, it is a PDF nobody opens again. The difference is decided in the first month.

— Pranjul Rathour, GenAI Engineer from Kanpur, India. Open to GenAI roles, hackathon judging, mentorship sessions and guest talks at any campus: pranjulrathour41@gmail.com.