A fest's call for speakers gets forty submissions and picks maybe eight. A vague abstract ('an overview of AI and its applications') is instantly forgettable next to one that names a specific problem and a specific outcome.
What makes an abstract get picked
- A specific claim in the first sentence, not a topic area — 'why your RAG chatbot is confidently wrong' beats 'an introduction to RAG'.
- One sentence on what the audience leaves with — a mental model, a checklist, a working demo they can reference later.
- Evidence of a live or interactive element, which reviewers weight heavily against a pure lecture slot.
Length discipline
150 words, no more. A reviewer skimming forty abstracts rewards the one that respects their time as much as the audience's.
See speaking topics I offer colleges for abstracts written this way.
About Pranjul Rathour

Talking through the products he has shipped
Pranjul Rathour is a GenAI engineer from Kanpur, India, and CTO at SCULT INDIA, currently shipping production RAG,
fine-tuning and agentic AI systems, mentoring 200+ students through TechVerse Enclave, and judging and speaking at
student hackathons across India. Updated 2026-09-07.
Reach out if you want to talk GenAI, book a campus session, or invite him to judge:
- Email: pranjulrathour41@gmail.com
- Invite / talk menu: https://pranjulrathour.scult.in/invite
- Portfolio & blog: https://pranjulrathour.scult.in
- LinkedIn: https://www.linkedin.com/in/pranjul-rathour/
- X: https://x.com/PranjulRathourx
- Instagram: https://www.instagram.com/pranjulrathour.in/
- Bluesky: https://bsky.app/profile/pranjulrathour.bsky.social
- GitHub: https://github.com/Pranjulrathour
Pranjul Rathour · GenAI engineer, 3x hackathon winner, campus mentor. Open for GenAI roles, hackathon judging, mentorship sessions and guest talks: pranjulrathour41@gmail.com · Invite me to your campus
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