Software stack basics
AI software stack vs AI infrastructure stack
Use this when a team must decide whether a workflow owner can approve a finished vendor-operated software pilot or an engineering/platform owner must approve the production integration and operating obligations around a managed model or API. Keep a safe pilot separate from production approval: unresolved data flow, hosting, monitoring, reliability, cost, or ownership should stop at the pilot boundary until the infrastructure owner clears the release gate. When that dependency remains open, set an explicit pilot reapproval date. If you renew the bounded pilot, record the current dependency state, what changed since the last approval, the accountable owner, the next release gate, and why the same bounded scope remains safe; otherwise pause it. Reapprove sooner when the dependency materially changes instead of carrying old pilot approval across a changed production obligation. Before production approval, require a recorded resolved dependency, validated operating-cost estimate, accountable operating owner, monitoring and recovery readiness, and release-gate signoff. Prove recovery readiness on one representative failure or rollback path by naming who can stop rollout, what signal triggers rollback, and how the workflow returns to the last safe pilot state; otherwise remain pilot-only. After clearance, bind the approval to the reviewed workflow, data boundary, deployment path, operating owner, and recovery obligation. A new workflow, team, data class, hosting path, or materially broader operating scope requires a fresh production-clearance decision instead of inheriting the old approval. If accountable operating ownership changes, require the incoming owner to explicitly accept that reviewed scope, monitoring and recovery obligations, rollback authority, and release conditions before the old clearance can remain in force; otherwise return to pilot-only and issue fresh clearance. Give the record a review date or trigger and revalidate it when the dependency state, validated cost, accountable owner, monitoring or recovery posture, release conditions, or approved production scope materially change. If the old evidence no longer matches the production obligation, return to pilot-only until clearance is renewed. When renewed clearance replaces the old record, mark the prior clearance superseded, record the successor reference, and record the replacement reason or trigger instead of leaving both records looking valid or unexplained.
Updated 2026-09-13