Starting point
A recurring cost review compares allocated capacity with available utilization evidence.
A test database may be as large as production even though it is rarely used. Operate compares the available usage information with the settings and suggests what your team should check before changing capacity.
Production-sized staging systems, unused resources and capacity added during incidents can stay in place long after the original need. A larger bill does not explain which allocation is safe to change.
Connect usage and configuration sources for the agreed environments. A quiet observation period is not proof that a resource is unnecessary. Cost decisions require workload context and a rollback plan.
Review deployment and access boundariesIllustrative example. Findings depend on connected systems and available evidence. Proposed changes require engineer review.
A recurring cost review compares allocated capacity with available utilization evidence.
DevOps validates test peaks, restore requirements and the chosen instance type before changing the environment. Savings should be estimated using the actual provider price and configuration.
The staging database appears underused relative to its provisioned capacity. The agent proposes a smaller configuration for review, with the observation period made explicit.
- instance_class: production_size+ instance_class: reviewed_staging_sizeIllustrative artifact. Review before applying changes.
Connect the systems used in a problem your team has already solved. Ask Operate to investigate it, then compare the answer with yours. Check the evidence and the suggested change before using it for more work.
Explore the production workspaceMonitor includes cost reviews within defined scope at $299 per workspace per month. Managed operations can include engineer-led follow-through under a separate agreement.
Bring your own key or model with no Operate token surcharge. Operate-managed AI usage is additional: $3.00 per million input tokens and $15.00 per million output tokens.
Compare plans and usage termsNo. Savings depend on your infrastructure and the changes you approve. Recommendations should be evaluated against actual usage and provider costs.
No. Operate proposes changes for review. Engineers decide whether and how to apply them.
Managed operations can include agreed implementation work alongside your team. Responsibilities and coverage are defined in the engagement.
Investigate production errors across logs, code and data with Operate. Review supporting evidence and a proposed patch before changing production.
Explore this workflowUse Operate agents to review database performance, investigate expensive query patterns and propose changes with supporting query and code evidence.
Explore this workflowReview production access configuration with Operate agents. Investigate exposure risks and inspect proposed configuration changes before applying them.
Explore this workflowUse Operate in Slack or Microsoft Teams to investigate unexpected product behavior using logs, code and production data, with evidence and proposed next steps.
Explore this workflowOperate automatically generates verified knowledge articles from root causes. Teams can manually manage, edit and verify articles for future production investigations.
Explore this workflowNeed engineers to help handle the work? Explore managed operations.