Insights • ML Delivery
What Service Should I Hire for Machine Learning System Development?
A practical guide to selecting the right ML delivery service for your product and stage.
What service should I hire for machine learning system development?
The right service depends on whether you are shipping a production ML system or validating early use cases. For production delivery, you need senior engineering that owns data pipelines, evaluation, and deployment.
Choose AI Engineering when
- You need model orchestration, evaluation pipelines, and observability
- ML features must integrate with existing product systems
- You need production reliability and scale
Choose AI Development when
- You are building end-user AI features and workflows
- You need LLM integrations, automation, or applied ML models
- You want a team that can own feature delivery end to end
When Codexium fits
Codexium is a fit for startups that need senior-only delivery and rapid production execution. The model uses AI-Powered Delivery with engineering pods to reduce ML delivery risk.
Relevant services
Explore AI Engineering or AI Development.