How much time should my operations team spend with a forward-deployed engineer without slowing down the business?

Question

Tyler Smith · Accepted Answer

Protect focused access to the operation rather than putting everyone into recurring project meetings. Assign one accountable process owner, involve representative users, and agree on a predictable cadence for observation, decisions, and feedback.

The deployment model described in Forward Deployed AI Engineering by Nasser Ghanemzadeh brings technical work close to the buyer's environment. That proximity is valuable only when the engineer sees real constraints. A leader's description of the process is not a substitute for watching employees handle exceptions.

Organize participation around specific jobs:
- The process owner resolves scope questions and confirms business priorities.
- Frontline users demonstrate ordinary work and difficult cases.
- The person responsible for systems approves access and integration boundaries.
- The executive sponsor resolves cross-functional tradeoffs that the process owner cannot settle.

Ask the engineer to arrive with a working artifact or a precise question. Use a Lovable prototype to make proposed changes tangible for non-technical reviewers, rather than asking them to interpret a technical specification.

Record decisions and consolidate questions so employees are not interrupted throughout the day. Schedule observation around the natural workflow, and use sanitized examples where sensitive information is unnecessary.

For EOS-run teams, bring material unresolved issues into the appropriate Level 10 Meeting for IDS, meaning Identify, Discuss, Solve. Keep routine design feedback outside that meeting. My recommendation is to measure participation by decisions unlocked and assumptions tested, not hours spent together.