You’re ready to modernize day-2 operations and improve reliability. You want an expert evaluation of what exists and where to optimize first. You need a plan to operationalize with confidence—preparing for production AI.

We formalize APIs, choose fit-for-purpose technologies, and apply automation to optimize cost, performance, and resilience. We strengthen observability, change management, capacity management, and security-by-default. We add platform guardrails that support safe retrieval and production AI operations.

Platform assessment with prioritized recommendations and measurable targets. Reliability and cost plan: SLOs, alerts, runbooks, and cost controls. Implementation backlog for operational maturity and AI-ready governance.