AI Compute & Model Infrastructure
MeshAI
Run the intelligence.
An AI infrastructure platform that makes powerful open and enterprise AI models easy to deploy, run, optimise and consume anywhere.
Request a briefingMeshAI gives organisations their own AI infrastructure — one platform to run, manage and scale AI models anywhere.
MeshAI provides organisations and developers with a unified API and management layer for running AI models across cloud, private infrastructure, sovereign data centres and edge environments.
It abstracts the complexity of GPUs, inference engines, model deployment, scaling, optimisation and fine-tuning.
Think of MeshAI as an AI model cloud and runtime built for organisations that want control over where and how their intelligence runs.
Core capabilities
What the platform does
Model operations
- Model hosting and serving
- Open-weight model deployment
- Model fine-tuning
- Model lifecycle management
- Model observability
- African-language model support
Compute and runtime
- GPU infrastructure management
- AI inference optimisation
- Autoscaling
- Cost-efficient AI inference
- Integration with inference technologies such as vLLM and Ollama
- Low-bandwidth and constrained-environment support
Consumption and control
- API-based model consumption
- Usage metering and billing
- Security and tenant isolation
- Cloud deployment
- On-premise deployment
- Sovereign and edge AI deployment
Differentiation
African and developing-market differentiation
MeshAI is designed for environments where organisations cannot assume unlimited cloud infrastructure, cheap GPU access, perfect connectivity or unrestricted movement of data.
- Sovereign AI
- Local model hosting
- African-language models
- Cost-optimised inference
- Private AI
- Hybrid infrastructure
- Edge deployment
- Low-bandwidth environments
- Data residency requirements
- Infrastructure independence
Deployment topology
The same control plane governs every environment, so a model can move from a shared cloud endpoint to a sovereign data centre or a constrained edge site without rewriting the applications that consume it.
Runs on
- Cloud
- Private cloud
- On-premise
- Sovereign data centre
- Edge
The stack
Where this sits in the ecosystem
MeshAI runs the intelligence. ModelMesh routes the intelligence. MeshForge builds with the intelligence. OneCortex puts the intelligence to work.
- Enterprise Users & Channels
OneCortex
Intelligent Enterprise
Run the intelligent enterprise.
OneCortex applies intelligence to enterprise processes, workflows, decisions, knowledge, human work and digital workers.
MeshForge
AI-Native Software Engineering
Build with the intelligence.
MeshForge uses AI engineering agents to build, understand, modernise and maintain software.
ModelMesh
Intelligent Model Routing
Route the intelligence.
ModelMesh intelligently selects and routes requests between models based on capability, cost, latency, geography, privacy and policy.
MeshAI
AI Compute & Model Infrastructure
Run the intelligence.
MeshAI provides the infrastructure required to host, operate and scale AI models.
- Cloud | Private Cloud | On-Premise | Sovereign | Edge