TrueFoundry

TrueFoundry, built by Ensemble Technologies, is an enterprise AI gateway for routing, governing, and observing LLM, MCP, and AI agent traffic across an organization's infrastructure — on-premises, cloud, or hybrid. Rather than a single model-serving tool, it centralizes access control, rate limiting, cost tracking, and audit logging for however many AI systems an organization is running. Who it's for: engineering and platform teams at organizations running AI in production at a scale where unmanaged, ad-hoc access to multiple LLM providers and agent tools becomes a real governance and cost-control problem, particularly in regulated industries needing SOC 2/HIPAA/GDPR-aligned audit trails. Strengths: the gateway spans three related concerns in one platform — model access (AI Gateway), tool/MCP server connectivity (MCP Gateway), and agent identity/tracing (Agent Gateway) — rather than requiring separate tools stitched together. Deployment flexibility (VPC, on-prem, air-gapped, multi-cloud) is a real differentiator for organizations that can't put AI traffic through a fully third-party-hosted service. Weaknesses and limitations: this is enterprise infrastructure aimed at organizations with real AI governance needs, not a lightweight tool for an individual developer or small team — the free tier exists to get started, but the product's actual value proposition is aimed at scale. Specific enterprise pricing isn't published; it requires contacting sales. Real-world scenario: a company running several AI agents and LLM integrations across different teams needs a single place to see what's calling which model, enforce spending limits, and produce an audit trail for compliance review.