AI-Augmented Ops Enablement (2-4 Weeks)

Introduce AI into operations where it measurably improves speed and quality. We focus on controlled, auditable workflows that support engineers instead of replacing judgment. Indicative budget: from EUR 5,500.

Outcomes

  • 2-3 AI-assisted workflows for incident triage, runbook drafting, or PR quality support.
  • Prompt and review guardrails with approval checkpoints.
  • Security sidecar checks for sensitive data handling in AI-assisted flows.
  • Reusable operating playbook for internal teams.
  • Practical handoff: what to automate now, what to keep human.

Approach

  1. Use-case Selection - Identify high-friction tasks and data constraints.
  2. Governance Setup - Define approval model, logging, and quality criteria.
  3. Workflow Build - Implement and test selected AI-assisted routines.
  4. Enablement - Team onboarding and safety operating rules.

Tooling & Stack

  • OpenAI / Azure OpenAI
  • Retrieval workflows with vector storage where needed
  • CI-integrated QA checks for generated changes
  • Structured prompt and review templates