What is TrueFoundry?

TrueFoundry is a Kubernetes-native AI infrastructure platform designed to simplify the deployment, management, and scaling of agentic AI workloads, including LLM inference, fine-tuning, classic ML serving, training, and agent orchestration. It offers a developer-first interface that works seamlessly across cloud and on-prem environments, with built-in enterprise-grade security, governance, quota management, and cost controls. 

How does TrueFoundry help reduce ML infrastructure costs?

TrueFoundry provides developers with cost visibility and insights to optimize spending. Many customers have reported at least a 30% reduction in ML infrastructure costs after adopting TrueFoundry. 

Can I experiment with different LLMs using TrueFoundry?

Yes, TrueFoundry hosts an internal LLM playground where you can whitelist LLMs for your developers to experiment with, including internally hosted models and various configurations. 

How does TrueFoundry handle model deployment?

TrueFoundry simplifies model deployment by auto-generating inference code for models like Scikit-Learn and XGBoost. You can deploy models using frameworks such as FastAPI or PyTriton, with support for autoscaling and canary deployments.

What is the AI Gateway in TrueFoundry?

The AI Gateway is a centralized protocol that manages agent memory, tool orchestration, and action planning, enabling complex, context-aware workflows across your AI agents. 

Can I deploy TrueFoundry on my infrastructure?

Yes, TrueFoundry can be deployed on your cloud infrastructure, including AWS, GCP, Azure, or on-premises. It supports air-gapped and multi-cloud environments, ensuring data sovereignty and compliance. 

How does TrueFoundry support collaboration among teams?

TrueFoundry offers role-based access control, allowing you to manage users and teams effectively. You can invite team members, assign roles, and grant access to resources such as clusters, workspaces, and model registries. 

Is there a way to monitor and trace model performance?

Yes, TrueFoundry provides tools for monitoring and tracing model performance, enabling you to track metrics, logs, and other relevant data to ensure optimal operation.