Signadot creates sandboxes: lightweight routing overlays that let you test a single service change against a shared cluster.

Okteto provisions ephemeral Kubernetes environments. Every developer and agent gets a complete, isolated namespace with an integrated build system, which means the entire development loop (write, build, deploy, verify, PR) runs inside a single environment, without external dependencies or shared state.

Yes. Okteto supports traffic diversion with Istio, LinkerD, and NGINX and Gateway API, so you can route traffic to specific services within your environment. The difference is that Okteto's isolation is full-stack: the environment includes the complete service graph, not just a routing overlay over a shared cluster. Agents and developers have the entire namespace under their control, not just the HTTP layer.

Signadot is build-agnostic by design. It expects an external CI pipeline to build and push an image before a sandbox can be created. When an agent writes code with errors, it doesn't find out until after the external build surfaces them, which can take minutes or hours.

Okteto's build system runs inside every environment. Errors surface in seconds. The agent can iterate immediately, without leaving the loop and without waiting on external infrastructure.

When AI agents create, modify, and tear down infrastructure at scale, platform teams need visibility and control. Agent governance is the layer that provides it: audit trails of what each agent did and when, admin-configurable policies that set guardrails on agent behavior, and resource quotas that give platform teams cost accountability. Without it, AI at scale becomes an unmanaged black box.

The two products price differently at a fundamental level. Signadot uses a consumption-based model: you pay for sandboxes created, test invocations, and concurrent local connections. That works well when adoption is narrow and usage is predictable. Okteto prices at the platform level, designed for teams that want to standardize development environments across the org. As usage grows and more developers and agents are in the loop, platform-level pricing tends to be more predictable than a model that scales with every build and test run. The right comparison isn't just the starting price point. It's what the platform costs when it's actually running at the scale your team needs it to.

Identity management is included as a core capability: SSO, SAML, SCIM, and OIDC work out of the box, with no add-ons required. On the governance side, platform teams get audit trails, admin-configurable policies, and resource quotas to manage AI agents at scale. Role-based access control lets you define who can create, modify, or tear down environments. And for teams running Kubernetes on their own infrastructure, Okteto supports self-hosted deployment with the same feature set. These aren't upsells. They're part of the platform.