Unsupervised
Project type
Web + Mobile Development
Stage
Scaling Startup
Skillset
Product Design
Software Engineering
Problem
Unsupervised faced challenges integrating an AI language model within a complex, Python-heavy codebase. Inefficient and vulnerable microservices slowed performance, while cumbersome data importing and a lengthy proof-of-concept process limited scalability and client satisfaction.
Solution
Midwestern rebuilt the system for speed, security, and simplicity—integrating the AI model into Ruby, refactoring legacy Python code, and improving communication between services. We streamlined dataset importing, optimized performance from the client’s perspective, and reduced proof-of-concept time, enabling faster experimentation and greater reliability across the platform.
Scoped Projects
No wasted runway. No excessive features.
Brand foundations, compelling websites, and functional MVPs—all delivered within the constraints that matter to your business.
Build without limits.
Scale with confidence.
Unsupervised
Project type
Web + Mobile Development
Stage
Scaling Startup
Skillset
Product Design,
Software Engineering
Problem
Unsupervised faced challenges integrating an AI language model within a complex, Python-heavy codebase. Inefficient and vulnerable micro-services slowed performance, while cumbersome data importing and a lengthy proof-of-concept process limited scalability and client satisfaction.
Solution
Midwestern rebuilt the system for speed, security, and simplicity—integrating the AI model into Ruby, refactoring legacy Python code, and improving communication between services. We streamlined dataset importing, optimized performance from the client’s perspective, and reduced proof-of-concept time, enabling faster experimentation and greater reliability across the platform.
Scoped Projects
No wasted runway. No excessive features.
Brand foundations, compelling websites, and functional MVPs—all delivered within the constraints that matter to your business.
Unsupervised
Project type
Web + Mobile Development
Stage
Early Stage
Skillset
Product Design
Software Engineering
Problem
Unsupervised faced challenges integrating an AI language model within a complex, Python-heavy codebase. Inefficient and vulnerable micro-services slowed performance, while cumbersome data importing and a lengthy proof-of-concept process limited scalability and client satisfaction.
Solution
Midwestern rebuilt the system for speed, security, and simplicity—integrating the AI model into Ruby, refactoring legacy Python code, and improving communication between services. We streamlined dataset importing, optimized performance from the client’s perspective, and reduced proof-of-concept time, enabling faster experimentation and greater reliability across the platform.
Scoped Projects
No wasted runway. No excessive features.
Brand foundations, compelling websites, and functional MVPs—all delivered within the constraints that matter to your business.