Operate for Engineering

    Keep production problems from taking over your engineering day.

    You sit down to build a feature, then an alert arrives. A little later, support asks why a customer’s order failed. Operate checks the code, logs and data behind these problems, so you have an explanation and a suggested fix to review.

    Operate / EngineeringIllustrative example
    Error after a release

    Checkout requests are failing.

    provider timeoutretry started immediatelyconnection pool exhausted

    Operate connects the repeated requests to the retry code.

    retry-policy.patchFor review
    − retry: immediate+ retry: exponential_backoff+ max_attempts: 3

    Where the time goes.

    Operate helps engineers find out why their software failed. It reads the connected code, logs and records, explains what it found and suggests a change. When the cause is understood, it turns that explanation into a knowledge article the team can use again.

    An alert interrupts planned work

    An error alert arrives while you are working on a feature. You have to find the relevant logs, check recent code changes and work out what actually failed.

    Operate checks those sources and brings the explanation and suggested fix together. You can review the work instead of collecting all the information yourself.

    Read the detailed example
    Operate / EngineeringIllustrative example
    Error after a release

    Checkout requests are failing.

    provider timeoutretry started immediatelyconnection pool exhausted

    Operate connects the repeated requests to the retry code.

    retry-policy.patchFor review
    − retry: immediate+ retry: exponential_backoff+ max_attempts: 3
    Look closer: A checkout release starts exhausting connections
    Engineering / Production investigationIllustrative example
    The team asks

    What changed, and what should we review?

    Operate checks
    • Application errors
    • Recent retry-code change
    • Payment and order records
    Finding

    An immediate retry repeats requests during provider timeouts. Logs and the retry path explain the connection pool exhaustion.

    payments/retry-policy.patch
    - retry: immediate+ retry: exponential_backoff+ max_attempts: 3

    Engineering reviews the bounded retry policy against the service's requirements and applies it through the normal release process. The explanation and evidence can become a knowledge article rather than ending in the incident thread.

    Try it on a problem
    you have already solved.

    Choose a past problem, connect the relevant systems and compare Operate’s answer with what your team found.

    How to evaluate it

    Start with a problem your team has already solved. Give Operate access to the relevant sources and compare its explanation with yours. Check the evidence and suggested change. Then try a question that regularly pulls engineers away from planned work.

    Connect the relevant sources

    Your team decides
    what changes.

    Operate reads information and suggests changes. Your team checks the answer and decides what to apply.

    What stays with your team

    Your engineers still review the code, run tests and release changes. Operate can read the systems you connect, but cannot change them. If the information is missing or incomplete, the team may need to investigate further.

    Review access and deployment

    Choose what
    your team needs.

    Start with 30 monthly bot investigations on Free, or unlimited human-triggered bot investigations on Investigate at $99 per workspace per month. Monitor adds proactive monitoring at $299. Enterprise adds shared knowledge and custom capabilities at $499.

    Unlimited team members. Pricing is per company workspace. Your own key or model has no Operate token surcharge. Operate-managed AI usage is additional on every plan.

    See prices and usage terms

    Need people to
    handle the work too?

    Our engineers can use Operate to investigate problems and help look after your software. We agree what work they will handle, when they are available and how your team approves changes before starting.

    Explore managed operations

    Questions from engineering teams.

    Can Operate debug a problem that did not trigger an alert?

    Yes. A team question in Slack or Teams can start an investigation using connected code, logs and production data.

    Does Operate create fixes engineers can review?

    Operate provides proposed changes, including patches where appropriate, with supporting evidence. Engineers review and apply them through their normal process.

    How does Operate capture undocumented product behavior?

    Root-cause investigations generate verified knowledge articles. Teams can edit, verify and manage the shared library on Enterprise and Managed.

    Why use Operate instead of connecting an AI coding agent to logs?

    A general-purpose agent can investigate with suitable access and context. Operate packages maintained production agents, recurring reviews, reusable knowledge and custom tools into an ongoing operation. Managed engagements add engineers who own agreed work.

    See how it helps the other teams you work with.