DrivBox
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Ship AI agents without breaking production.

DrivBox tests every agent change against your current production baseline, so you can catch behavioral regressions, unsafe tool usage, permission changes, and cost increases before you deploy.

Works with your existing agents, CI/CD, cloud, and runtime.

Your code passed.
But will your agent behave the same?

AI agents can change behavior when you change a:

  • model
  • prompt
  • skill
  • tool
  • MCP server
  • permission
  • dependency
  • runtime configuration

Traditional CI/CD can tell you whether the code builds.

DrivBox tells you what changed in the agent's behavior, and whether it should ship.

See the impact before you merge.

Every pull request gets a Behavioral Preview.

checkout-agentProduction v42 Candidate v43
Task success94.8%96.1%↑
Cost / task$0.31$0.24↓
P95 latency5.2s4.8s↓
Unauthorized actions02FAIL
New permissionpayments.refund.write
ReleaseBLOCKED

No more shipping based on an eval score you don't fully trust.

See the actual difference between production and candidate behavior.

From pull request to release decision.

  1. 01

    Understand the change

    DrivBox detects changes across your agent system, not just source files.

    Models. Prompts. Tools. Skills. MCPs. Permissions. Dependencies.

  2. 02

    Run the right tests

    DrivBox selects the scenarios relevant to what changed and runs your candidate against the production baseline.

  3. 03

    Compare behavior

    Measure quality, tool usage, failures, latency, cost, and security-sensitive behavior.

  4. 04

    Gate the release

    Your release policy decides:

    • PASS
    • WARN
    • REVIEW
    • BLOCK

Built for the stack you already use.

Keep your existing:

Agent framework

  • LangGraph
  • OpenAI Agents
  • custom agents
  • more

Runtime

  • AWS
  • Azure
  • Google Cloud
  • Kubernetes
  • Docker

Infrastructure

  • Terraform
  • Pulumi
  • your existing CI/CD

Telemetry

  • OpenTelemetry
  • existing observability tools

DrivBox sits above your stack.

No new agent runtime required.

Production failures become future tests.

When an agent fails in production, DrivBox can turn that behavior into a regression scenario.

  1. 01Production failure
  2. 02Reproduce
  3. 03Regression test
  4. 04Future releases must pass

Your release process improves every time your agents run.

Built for teams shipping real agents.

DrivBox is designed for:

AI Engineers

Catch regressions before users do.

AI Platform Teams

Give every team one consistent way to ship agents.

Engineering Leaders

Release faster and stay in control.

Security Teams

See capability and permission changes before deployment.

Don't replace your agent stack.

DrivBox is not another agent framework or cloud.

AWS, Azure, Google, Kubernetes, and your existing infrastructure continue running your agents.

DrivBox answers one question:

Should this version ship?

Join the private beta.

We are working with teams that run AI agents in production to build CI/CD for agents.

Get early access to DrivBox.

No spam. Only product updates and early-access invitations.