Built for Production Engineering Teams
AI-assisted workflows for cloud infrastructure, platform engineering, and DevOps operations.
Designed for
Teams running real infrastructure
- Platform Engineering
- DevOps Teams
- SRE Teams
- Cloud Operations
- Infrastructure Engineering
- OpenStack Operators
- Kubernetes Administrators
Typical engagements
Where teams bring us in
Enterprise features
What's available today — and what's planned
Available today
- Technical consulting
- Architecture reviews
- Infrastructure audits
- AI prompt libraries
- Validators
- Incident Assistant
- Technical documentation
Planned
- Team workspaces
- Shared prompt libraries
- Role-based access control (RBAC)
- Organization management
- API access
- Audit logs
- Single Sign-On (SSO)
- Usage analytics
- Custom AI workflows
- Enterprise billing
Planned items are not yet available. See the Security roadmap for related work.
Why teams choose us
Why teams choose DevOps AI Toolkit
-
Production-focused expertise
Built by an engineer who runs real production infrastructure, not a content shop.
-
Practical troubleshooting workflows
Structured paths from "what’s broken?" to a safe next step.
-
Senior engineering perspective
A senior set of eyes on architecture, reliability, and risk.
-
Infrastructure-first approach
OpenStack, Kubernetes, Terraform, Linux, and observability — the real stack.
-
AI that accelerates engineers
Tooling that speeds engineers up rather than trying to replace them.
-
Actionable runbooks and validation tools
Deliverables your team can apply and re-run, not slideware.
Enterprise FAQ
- What is available today versus planned?
- Available today: technical consulting, architecture reviews and infrastructure audits, the AI prompt library, validators, the Incident Assistant, and technical documentation. Team workspaces, RBAC, SSO, org management, API access, and audit logs are planned and clearly labelled as such.
- Do you offer team accounts or shared workspaces?
- Not yet. Team workspaces, shared prompt libraries, and organization management are on the roadmap and labelled Planned. Individual Pro membership is available today on the Pricing page.
- Can you review our OpenStack, Kubernetes, or Terraform environment?
- Yes — those are core specialties. See OpenStack troubleshooting, the Kubernetes and Terraform toolkits, and representative work on Case Studies.
- How do we get started?
- Book a free intro call on Work With Me, or explore the free validators and prompt library first. Review our security practices and support levels as part of your evaluation.
Ready to improve your DevOps workflows?
Start with a free intro call, explore the AI tools, or compare plans. Existing capabilities are available today; planned enhancements are clearly labelled.