Powerful frameworks for AI/ML/NLP developers
Building intuitive abstractions that simplify complex AI tasks, eliminate boilerplate code, and dramatically accelerate your implementation workflow.
Tools for AI Engineering
Shcherbak AI specializes in building powerful frameworks and tools for AI/ML/NLP developers. Our LLM framework, ContextGem, provides intuitive abstractions that simplify structured data extraction from documents.
ContextGem

ContextGem is a flexible open-source LLM framework that makes it radically easier to extract structured data and insights from documents with minimal code. Complex, time-consuming tasks are handled with powerful abstractions, eliminating boilerplate code and reducing development overhead.
pip install -U contextgem
ContextGem is at an early stage. If you are a Python developer and enjoy using ContextGem, please support the project by giving it a ⭐ on GitHub.

Custom LLM Extraction Pipelines
Need specialized document analysis workflows for your unique business needs? Our experts build tailored LLM extraction pipelines that leverage ContextGem's powerful capabilities. We design, implement, and optimize solutions that extract precisely the structured data and insights you need from your domain-specific documents — with superior accuracy compared to traditional RAG approaches.
From legal contract analysis to financial documentation processing, we deliver production-ready extraction systems backed by our framework's advanced features.
Legal contract analysis
Financial document processing
Invoice data extraction
Technical documentation analysis
And many domain-specific solutions...