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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