Impact Stories

Case Studies

Deep dives into applied AI systems — from problem framing to measurable results.

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Smart Allocation Engine

AI-Powered Internship Matching System

96%

Match Accuracy

2 hrs

vs 2 weeks manual

+60%

User Satisfaction

Problem

Allocating 500+ candidates across 50+ internship roles required weeks of manual coordination, resulting in mismatches, delays, and low participant satisfaction.

Solution

• Skill-to-role matching using cosine similarity
• Multi-objective optimization for preferences
• Fairness constraints for balanced team distribution

Technology Stack

Python Scikit-learn Flask MongoDB Next.js

Impact

Reduced allocation time by 95%, improved role alignment, and was recognized at Smart India Hackathon 2025 for practical AI innovation.

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