TrueFoundry

TrueFoundry: One Control Plane for Enterprise LLMs, Agents and GPUs

TrueFoundry is an enterprise AI infrastructure platform that combines an AI gateway with a full deployment stack. The gateway routes and governs traffic to any LLM provider with rate limits, RBAC, audit logging and real-time policy enforcement; an MCP gateway and skills registry does the same for agent tools, adding schema validation and access control. Underneath, the platform deploys and autoscales open-source or custom models on your own infrastructure using vLLM, TGI or Triton.

The pitch is Kubernetes-native flexibility with enterprise guardrails: run in your VPC, on-premises, air-gapped or multi-cloud, squeeze more from GPU clusters via fractional GPUs (NVIDIA MIG, time slicing) and autoscaling, and keep everything SOC 2, HIPAA and GDPR compliant. Agent workloads built on LangGraph, CrewAI, AutoGen or custom frameworks deploy through the same pipeline, with OpenTelemetry-compliant tracing and prompt lifecycle management on top.

Key Features

• AI gateway — unified routing across model providers with rate limiting, cost controls, RBAC and immutable audit logs
• MCP gateway and skills registry — governed registry of tools and APIs for agents, with schema validation and access control
• Model deployment — host any LLM, embedding or custom model via vLLM, TGI or Triton with autoscaling
• GPU orchestration — fractional GPUs, MIG and time slicing driving up to 80% higher cluster utilization
• Agent and fine-tuning workflows — deploy LangGraph/CrewAI/AutoGen agents and launch fine-tuning jobs to production
• Deploy anywhere — VPC, on-premises, air-gapped or multi-cloud, with SOC 2, HIPAA and GDPR compliance

Ideal Use Case

TrueFoundry suits platform and ML engineering teams at enterprises that must run AI inside their own security perimeter — banks, healthcare and industrial companies standardizing how dozens of teams access models, deploy agents and share GPU capacity — as well as smaller teams that start on the free Developer tier and graduate to Pro ($499/month) as traffic grows.

How TrueFoundry differentiates

TrueFoundry has raised over $21 million from Intel Capital, Eniac Ventures and Peak XV Partners, counts Cargill, Mavenir, Whatfix, Aviso and Aviva among its customers, and was named in Gartner's 2026 Hype Cycle for Platform Engineering across three categories. It also acquired Seldon AI to deepen its agentic and model-serving capabilities — breadth that pure gateway tools like LiteLLM or Portkey don't cover.

FAQ

Is TrueFoundry free? There is a permanently free Developer plan (50k requests/month, 3 users). Paid plans start at $499/month (Pro) and $2,999/month (Pro Plus), with custom enterprise pricing.

Can it run fully inside my own cloud? Yes. TrueFoundry deploys in your VPC, on-premises or air-gapped, so prompts, data and models never leave your environment.

How is it different from LiteLLM or Portkey? Those focus on gateway routing. TrueFoundry pairs a gateway with model hosting, GPU orchestration, agent deployment, fine-tuning and MCP governance in one platform.

Which agent frameworks are supported? LangGraph, CrewAI, AutoGen and custom orchestration frameworks, with OpenTelemetry-compliant tracing built in.

tl;dr

TrueFoundry bundles an AI gateway, MCP governance, model serving and GPU orchestration into one Kubernetes-native platform that runs in your own cloud — free to start, $499/month for teams, enterprise-grade for regulated AI at scale.