Opportunity brief
Overview
Find the real problem. Prove the thinking. Beat the baseline.
Organised by Sangillence, in partnership with Gwalior AI Summit v2 at ABV-IIITM Gwalior.
A new kind of hackathon. We don't give you a problem statement; we give you a real case study. You work with AI to find the real problem inside it, propose your own problem statement, and then propose a solution to that exact problem. Your AI conversations are the main evidence of your thinking.
Eligibility:
- Open to all UG and PG students in India, any discipline.
- Team size: 2 to 4 members.
- Inter-college teams: allowed.
- Inter-specialization teams: allowed and encouraged.
- One person can be part of only one team.
- Coding is not required. Your prototype can be an AI workflow, a no-code build, a chatbot, a clickable mockup with AI logic, or code.
Problem Spaces:
- 6 problem spaces, each given as a detailed case study set in Madhya Pradesh:
- AI for All: The Fingerprint That Won't Match
- AI in Agriculture: The Token Before the Seed
- AI in Healthcare: The First 28 Days
- AI in Tourism: The City of Music Nobody Hears
- AI for Energy and Environment: The October Smoke
- AI in Sports: The Trial Day
- Each team picks one case study and submits one problem statement and one proposed solution.
Format and Process:
Round 1 – Online Ideation (10 days) till 14th of oct:
- Pick one case study.
- Work with any AI tool (ChatGPT, Claude, Gemini or similar) to dig from the case to one real problem.
- Write and submit one problem statement (half page, fixed template).
- Work with AI to design a solution to that same problem.
- Submit:
- your AI chat share links, tagged "Problem" or "Solution", from every member
- your problem statement
- your proposed solution (one page, fixed template)
- a short self-declaration from each member
Chat links are analysed with Sangillence's AI-collaboration scoring. The top 15–20 teams are invited to Round 2.
Round 2 – Campus Final (36 hrs, on campus at ABV-IIITM Gwalior):
- Blackout Defence (3 min, no devices): defend your own problem statement.
- Build Sprints (about 3.5 hours total): build your solution with AI.
- Twist Card: a new constraint arrives mid-build.
- Red Team Exchange: critique another team's solution and defend your own.
- Final Demo + Baseline Duel (6 min demo + 4 min Q&A): compare your solution with an AI's answer to the same problem.
Evaluation:
Round 1:
- AI chat links: 40%
- Problem statement: 25%
- Proposed solution: 20%
- Self-assessment accuracy: 15%
Round 2 (winners decided on Round 2 score only):
- Blackout Defence: 15
- AI orchestration: 20
- Fidelity to your own problem: 10
- Adaptability: 15
- Red Team: 10
- Baseline Duel: 20
- Realism and communication: 10
Rules:
- AI tools are allowed and expected in both rounds, except during the Blackout Defence.
- Submit only official share links of AI chats. Screenshots or pasted text are not accepted.
- Every member must submit their own chat links. Submit all chats used for the case, not selected ones.
- Chats must be dated within the Round 1 window.
- Your Round 2 solution must solve the problem you submitted in Round 1. If your problem changes, you must explain why.
- Team members cannot be changed after Round 1 closes. Finalists may attend with fewer members, not different ones.
- The Round 2 team must be the same as the Round 1 team. College ID will be checked at check-in.
- Work shown in Round 2 must be built on the day. Round 1 material may be reused.
- Any evidence you gather must be real. Fabricated interviews or data lead to disqualification.
- Do not collect personal data of minors, new mothers or infants. Do not record Aadhaar, card or ID numbers of anyone.
- The following lead to disqualification: edited or broken chat links, chats dated outside the window, and copied work.
- The judges' decision is final.
Data and Privacy:
- Submitted chats are used only for scoring and AI-collaboration research.
- Personal details are removed before scoring.
- Raw chats are deleted by [retention date TBC].
- Participation requires consent at submission.
Recognition:
- 1st, 2nd and 3rd place: cash prizes [TBC] + certificates
- Best in each problem space: certificate
- Best Calibrated participant: certificate
- Sharpest Red Team: certificate
- All finalists: Certificate of Excellence
- Every Round 1 participant: a personal Synergy Profile based on their AI chats
Important Dates [TBC]:
- Registration opens:
- Round 1 window:
- Round 1 results:
- Round 2 (campus final): October 2026
Fee: 100 per person