📖 The AI Tool Bible

Plano

Envoy-based data plane for AI agents that handles routing, guardrails, and observability outside your app code.

Free· Open source; commercial pricing not disclosedAgentsMulti-model
Visit website →
Best for

Pick Plano if you're running agents in production and want routing, guardrails, and observability as a dedicated data plane instead of per-framework SDKs.

Skip if

Skip it if you just want a hosted agent builder or a coding assistant; this is plumbing for engineering teams, not a turnkey product.

Plano is an AI-native delivery infrastructure for agentic applications, originally built by Katanemo Labs and now acquired by DigitalOcean. It sits between your agents and the LLM/tool layer as a framework-agnostic, protocol-native fabric, handling smart model routing, multi-agent orchestration, context engineering filters, jailbreak detection, and centralized policy enforcement from a single configuration file.

What differentiates Plano is that it is built on Envoy, the same battle-tested data plane proxy used by service meshes like Istio. That gives it production-grade traffic handling out of the box and lets teams move agent infrastructure concerns (routing, guardrails, traces) out of the application code and into a dedicated control plane. It's aimed at engineering teams running agents in production who want observability and policy as cross-cutting infrastructure rather than per-framework SDK glue. Pricing is not published; the project has an open-source repo and on-prem deployment is supported, with commercial offerings presumably arriving via DigitalOcean.

It is framework-friendly (works alongside whatever agent framework you're using) and language-flexible, and emits production signals usable for reinforcement learning loops. Caveat: this is infrastructure for builders, not a turnkey agent product, so expect to invest in configuration and deployment.

Editor's take

Plano's Envoy lineage is the tell: this is serious infra for teams treating agents like real distributed systems, not a demo. The DigitalOcean acquisition signals it's likely to keep shipping, but you'll want to weigh the operational overhead against rolling your own gateway.

— The AI Tool Bible editorial team

Pros

  • Envoy-based data plane gives production-grade traffic handling
  • Framework- and language-agnostic; sits beside any agent stack
  • Built-in guardrails, jailbreak detection, and centralized policies
  • Open source with on-prem deployment supported
  • Backed by DigitalOcean after acquisition

Cons

  • ⚠️ Infrastructure layer, not a finished agent product
  • ⚠️ Pricing for managed/commercial tier not disclosed
  • ⚠️ Requires ops maturity to deploy and operate Envoy-based fabric

Use cases

agent-orchestrationllm-routingguardrailsobservabilityjailbreak-detection

Explore related

Compare with similar tools

All in Agents