- AI-Powered Medical Interview Platform
ACE MMI
Smart Interview Preparation System for Medical Students
- AI Interview Simulation
- Smart Performance
- Personalised Feedback
Project Overview
About ACE MMI
Key Capabilities
The platform delivers powerful tools to enhance interview preparation and performance.
AI-powered MMI interview simulations
Timed multi-station practice sessions
AI-based scoring across key competencies
Speech analytics (WPM, pauses, filler words)
Personalised performance feedback reports
University-specific question banks
Progress tracking and performance dashboards
Subscription-based learning with coaching support
Built With Modern Tech
Frontend
- React 18
- Vite
- Tailwind CSS
- Redux Toolkit / Zustand
Backend
- ASP.NET Core 9.0 (Web API)
- C#
- Entity Framework Core
- JWT Authentication
Database
- PostgreSQL 15+
- Schema-per-tenant database architecture
Cloud & Storage
- AWS S3 for asset storage
- AWS CloudFront for global content delivery
DevOps & Hosting
- Docker for containerization
- Nginx as reverse proxy
- GitHub Actions / Jenkins for CI/CD
- AWS EC2 / Azure App Service for hosting
Integrations
- Google OAuth authentication
- SendGrid / SMTP for email services
- ImageSharp for image processing
- FFmpeg for video processing
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Problem Statement
The Challenges We Solved
Interview Preparation
Business Challenges
Many organizations faced the following operational issues that hindered productivity and consistency:
- No scalable tools for realistic MMI practice
- Heavy reliance on expensive coaching
- Lack of structured feedback systems
- No performance tracking or analytics
- Generic preparation not aligned with universities
- High cost and accessibility barriers
Engineering
Technical Challenges
From a technical perspective, several complex challenges needed to be addressed at the architecture level:
- Handling AI video processing within serverless limits
- Scaling platform for thousands of users
- Securing subscription-based access control
- Managing video storage and delivery
- Synchronising multiple third-party systems
Solution & Approach
How We Built It
AI Interview Simulation
- Timed MMI Stations
- Roleplay Scenarios
- Text-to-Speech Prompts
- Real-Time Interaction
- STEP 01
AI Scoring & Feedback
- 8 Competency Scoring
- Performance Reports
- Downloadable Feedback
- Insightful Recommendations
- STEP 02
Performance Analytics
- Speech Analysis (WPM, pauses)
- Filler Word Detection
- Historical Progress Tracking
- Asset Collections
- STEP 03
University-Specific Preparation
Ensures relevant and targeted preparation.
- Curated Question Banks
- Verified by Medical Students
- Real Interview Patterns
- Scenario-Based Practice
- STEP 04
Accessible SaaS Model
Makes preparation affordable and scalable.
- Freemium Access
- Subscription Plans
- Coaching Integration
- Booking System
- STEP 05
Key Challenges & Resolutions90
Challenges We Conquered
AI Processing Limits
Solution
Implemented queue-based asynchronous processing
Result
Handled large video analysis efficiently
Platform Scalability
Solution
Used DB indexing, caching, and optimized queries
Result
Supports thousands of users seamlessly
Subscription Security
Solution
Added strict validation before access
Result
Eliminated unauthorized usage
Media Storage & Delivery
Solution
Integrated Cloudinary with signed URLs
Result
Optimized video performance and security
System Integration
Solution
Used async Edge Functions for syncing systems
- Result Achieved
~95%
Users improved performance
Platform Screenshots
See ACE MMI in Action
Feedback
Our Clients’ Success Stories
Check What’s Our Client Say About Us
The project went well, the team was professional and got up to speed quickly on the work and performed effectively. They help us get the project back on track and now we are in a good position. I will definitely use them in the future for subsequent tasks as they arise. I recommend them and look forward to working with them again in the future!
Jonathan
Rajvjay and his team delivered exactly what they promised on time and within budget. They handled every requirement with great care, and I have to say, they're true masters of process. I actually learned a lot about Agile practices and tools like Jira and Trello from them. I'd highly recommend this team to anyone who values a structured, process-driven approach for smooth and efficient project delivery.
Shivangi
Working with Arun has been a great experience! The team is very knowledgeable and has provided several design and product enhancement ideas along the way. I highly recommend!
Gil Comeaux
I approached Sunil to assist me with a specific part of a project. His quick understanding of the project and clear technical skill and proficiency resulted in his involvement growing into a lead role. Will definitely be working with again in the future.
Adam
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