01
Discovery
Separate experimentation from serving. Define inputs, outputs, and SLAs.
Service
Python Development
Python services for AI pipelines, data processing, and APIs where the ecosystem fits—FastAPI, workers, and notebooks that graduate into production code.
Problems this work usually addresses
- Notebooks that became production without tests
- Batch jobs without monitoring
- AI experiments without packaging
Who benefits most
Teams with data/AI workloads that need production packaging without losing iteration speed.
Typical outcomes
- AI and data work close to the product
- Reusable services and scripts
- Clean handoff to ops teams
Technical approach
02
Design & architecture
Package services with typed models, config, and dependency pins.
03
Build, test, and handoff
Add tests around parsing and critical transforms before widening traffic.
Architecture considerations
API layer for sync work; workers for heavy jobs; shared libraries for schemas.
Security
Dependency scanning, secret management, and least-privilege cloud roles.
Scaling
Batch sizing and queue depth tuned to data volume. GPU choices only when measured need exists.
Technology stack
PythonFastAPIPydanticWorkersPostgres or object storage
Common challenges
- • Environment drift
- • Heavy dependencies
- • Silent data quality issues
Frequently asked questions
Can Python services sit beside a Next.js app?
Yes. We often keep product UI in Next.js and specialized pipelines in Python behind clear HTTP or queue contracts.
Related services
AI Development
Production-ready AI features, model integrations, and LLM applications designed around real workflows—not demos.
LLM Applications
Retrieval-augmented apps, assistants, and internal copilots grounded in your documents, systems, and permissions.
API Development
Clean APIs and integrations that connect products, CRMs, payment systems, and internal tools.
Relevant projects
Python workloads ready for production packaging?
Share the notebook or script and the reliability bar you need.
Productionize Python services