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# How to prepare infrastructure for AI-driven operations

Telemetry, identity, change records and environment access — the unfashionable prerequisites before AI can operate on your estate.

Published: 2026-08-04
Canonical: https://northark.ai/insights/prepare-infrastructure-for-ai-driven-operations/

AI-driven operations fail when the estate has no reliable source of truth. Models cannot reason over missing CMDB data, unnamed subscriptions, or networks that exist only in a Visio from 2019. Preparation is inventory, telemetry and access design.

Inventory: what runs, where, and who owns it. Even a maintained spreadsheet plus tags is better than five conflicting CMDBs. Telemetry: metrics and logs that actually arrive, with resource IDs that match the inventory. Identity: workload identities for automation, not shared admin passwords in a vault nobody rotates.

Change records matter. If production changes happen outside a recorded path, an agent will propose work that collides with a human who already did it. Put a thin, honest change process in place before you add a planner.

Environment access should be least privilege and break-glassed. An operations agent in production with Owner is a future incident. Start in read-only investigation, then gated write actions, then a small set of well-tested remediations.

This work looks like infrastructure hygiene because it is. Organisations that skip it buy a demo. Organisations that do it can later add agents without gambling the estate.

## Next step

Talk to an experienced engineer about how this environment is managed today. [Contact North Ark](https://northark.ai/contact/)