Case Studies
Examples of systems we've built and problems we've solved.
Systems Development
AI-Powered Document Platform
Intelligent document management with vector search and semantic analysis. The platform indexes and searches large document collections with sub-second response times.
Challenge
- •Thousands of documents without structured searchability
- •Need for semantic search — not just keywords
Solution
- RAG pipeline with vector database (Milvus) for semantic search
- FastAPI backend with built-in document processing and chunking
Results
<200ms
Response time per query
98%
Relevant search results
PythonFastAPIMilvusRAG
Integration & Automation
Automated Business Workflows
n8n-based workflows connecting CRM, accounting, and project management tools. Automates order handling, invoicing, and reporting.
Challenge
- •Manual data transfer between five separate systems
- •Error-prone and time-consuming reporting
Solution
- n8n workflows for automatic synchronization between all systems
- Centralized data transformation with error handling and alerting
Results
20+
Hours saved per week
5
Systems integrated
n8nREST APIPostgreSQLIntegration
Infrastructure & Operations
Containerized Operations
Migration from manual server management to Docker-based infrastructure with CI/CD, monitoring, and automatic deployment.
Challenge
- •Manual deploys with recurring outages
- •No monitoring or alerting
Solution
- Docker Compose-based deployment with CI/CD via GitHub Actions
- Prometheus + Grafana for monitoring, with alerting to Slack
Results
99.9%
Uptime
70%
Faster deploys
DockerGitHub ActionsPrometheusGrafana
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