Custom Software & AI Integration
PythonFastAPIOpenAI APIPostgreSQLRedis
Custom internal tools, portals, and dashboards
AI feature integration (LLMs, RAG search, document classification)
Data ingestion, ETL pipelines, and real-time processing
Legacy system modernization and API integrations
Our approach to AI
A model call can be slow, wrong, or expensive. Output validation, caching, cost tracking, and a defined fallback around every one.
Typical engagement
MVP: 6-12 weeks · Full platform: 3-6 months · Dedicated team: ongoing
Timelines vary with scope, technical complexity, and feedback turnaround.