Case Studies
Real-world solutions I've delivered that demonstrate my expertise and approach.
Conversation Intelligence Platform
Challenge
An early-stage startup needed to build a meeting summarization tool from scratch with limited resources.
Solution
I developed a full-stack solution including transcript processing, fine-tuned LLMs, and a scalable web application.
Technologies Used
Outcomes
- Reduced manual meeting note-taking by 95%
- Enabled successful demos to enterprise clients
- Built scalable architecture from initial MVP to production
- Integrated multi-lingual transcription capabilities
Document Processing Automation
Challenge
Client needed to validate complex documents with regular expressions, requiring tedious manual work.
Solution
Rather than building the requested validation system, I created a form-based solution that transformed Word documents into XML blueprints, automatically generating correct documents.
Technologies Used
Outcomes
- Eliminated need for manual document validation entirely
- Provided scalable solution for future document types
- Reduced document processing time by 87%
- Improved accuracy to near 100%
Custom RAG System for Sales Enhancement
Challenge
B2B sales team needed AI assistance for identifying product queries and generating effective sales responses.
Solution
Developed a specialized RAG (Retrieval Augmented Generation) system that analyzed conversation contexts and suggested optimal sales responses.
Technologies Used
Outcomes
- Increased sales conversion rate by 32%
- Reduced response preparation time by 76%
- Created system capable of answering 94% of common product questions
- Built agentic system that could independently handle routine inquiries
Multilingual AI Meeting Assistant
Challenge
Need for a locally-hostable meeting assistant model that didn't rely on external APIs for organizations with data privacy concerns.
Solution
Fine-tuned Llama 3 model on meeting datasets to create a specialized AI capable of running efficiently on client infrastructure.
Technologies Used
Outcomes
- Created model capable of running on CPU environments
- Enabled processing without external API dependencies
- Achieved 89% quality compared to leading commercial solutions
- Implemented efficient architecture for 8-bit quantization
Interested in how I can deliver similar results for your project?
Let's Discuss Your Project