AI Engineering

AI Engineers Who Ship Production Ready Systems

Embed senior South African AI engineers to take LLM, GenAI and machine learning systems into production alongside your existing team.

Discuss Your Engineering Needs

Remote contract engagements · Team augmentation · South African engineering talent

AI engineering pipeline showing data sources, ingestion, a vector store, LLM and GenAI applications, users, products and automations, with model operations.

AI engineering beyond the prototype

Add senior ownership for the engineering work between a working model and a production system.

LLM and GenAI applications

Ship LLM and GenAI systems into production.

Machine learning engineering

Take models out of notebooks and make them survive production.

Model operations

Keep deployed models correct as the world drifts underneath them.

AI roles we embed

AI Engineer

Ships LLM and GenAI systems into production.

ML Engineer

Takes the model out of the notebook and makes it survive production.

MLOps Engineer

Keeps the deployed model correct as the world drifts underneath it.

Data Scientist

Finds the model that works.

Core technology stack

  • Python
  • PyTorch
  • LangChain
  • FastAPI
  • PostgreSQL
  • AWS
  • MLflow
  • scikit-learn

Discuss your requirements across these technologies and skills. We confirm the right experience and candidate availability for each engagement.

An engagement that fits your team

One engineer or several

Add an individual engineer or expand capacity within one discipline, according to your delivery needs.

Part of your existing team

Remote contract engineers collaborate with your developers and technical leaders within your existing delivery process.

Cross-functional engineering

Combine software engineering with data and AI expertise when your project needs more than one discipline.

When AI engineering capacity matters

  • Taking an AI prototype into production
  • Building LLM and GenAI applications
  • Deploying and operating machine learning models
  • Adding senior engineering capacity to an existing AI team

Match the engineer to the work

Tell us what you are building, the technology you use and what the engineer will own. We assess the required experience and confirm candidate fit and availability before agreeing an engagement. Technology expertise and timelines are matched to the role, not assumed.

Software Engineering roles | Data Engineering roles

Let’s Build Your AI Engineering Capacity

Discuss your AI delivery gap, production requirements and the engineer who will own the work.

Discuss Your Engineering Needs