Ongoing AI support needs a clear place to ask for help, an owner who can get the right person involved and a way to confirm that the employee can finish the work. Training can end; responsibility for unresolved questions cannot. Office hours, peer advice and a help desk can all contribute, provided people know what each can resolve.
For an enablement manager and IT service owner, the first useful deliverable is a small support agreement. It should explain how requests enter, who follows them through and when they move to a specialist. The tools and workflows guide covers broader operating responsibilities. Here the decision is how ordinary employees get useful help after the course or launch session.
Give employees one clear starting point
Make the approved help route visible where people use the tool and in the training follow-up. This might be an existing service portal or a staffed workplace channel. A new AI support application is not a prerequisite. The route needs an owner, a stated coverage window and instructions for urgent issues.
Let employees describe the work they are trying to finish without first diagnosing the technology. Ask for a few details:
- The task and expected result. What should the employee have been able to produce or complete?
- What happened instead. Include the error or missing detail, using an approved, redacted example where necessary.
- The tool and relevant workflow. Name the approved application and where the task failed.
- The consequence and deadline. Explain what is blocked and whether an established alternative is available.
A public team channel may be suitable for a general question about writing prompts. It may be unsuitable for customer records, supplier terms or a confidential output. Provide a private route for cases requiring restricted information, using the organization's existing access rules.
Someone must acknowledge the request and keep it moving. The person coordinating the case does not have to solve every technical problem, but the employee should not have to repeat the story to several disconnected teams.
Route the problem to someone who can resolve it
Microsoft's Power Platform support guidance distinguishes help for people using a solution from help for people building one. Its solution-support guidance also describes help desks, specialist escalation and knowledge-base maintenance. These are useful operating distinctions for AI support, though the guidance concerns Power Platform rather than measuring AI adoption outcomes.
Use the employee's account to choose a responsible resolver. The following is a starting arrangement to adapt to your existing services:
| Request | Who should take responsibility | What a useful response establishes |
|---|---|---|
Cannot sign in or reach approved information | IT service desk or access owner | Whether the access is permitted and how an authorized user regains it |
Unsure how to use AI for an ordinary task | Enablement lead or trained peer with time assigned | A supported method and the checks the employee must still perform |
Output is wrong or a connection fails | Application or workflow owner | The cause to investigate, an acceptable fallback and a route for repair |
Unsure whether information or an action is allowed | The relevant policy, privacy or security owner | The applicable decision and any conditions on use |
Wants to build an agent or automate additional steps | The team responsible for building and operating solutions | Whether the request is feasible and who could own the resulting system |
A champion can help someone understand a supported workflow. That does not make the champion responsible for access administration, policy decisions or repairing a supplier's software. Give peers a handoff route and protected time for the work they actually own.
Avoid sending every disappointing answer back to training. If the cause is unclear, observe the task to distinguish usability problems from learning needs. The routing decision can change as the case becomes clearer.
Agree what happens while someone is waiting
An acknowledgment tells Claire that somebody has the case. It does not tell her when she can trust the workflow again. Keep response, investigation and resolution expectations distinct, and agree them with the teams that will provide support.
A short operating agreement should name:
- Coverage and backup. Who monitors requests, during which working hours, and who covers an absence?
- Impact and escalation. Which existing incident route applies when work is urgent, information may have been exposed or an incorrect action has occurred?
- The next update. Who tells the employee what is known, what remains uncertain and when they will hear more?
- The fallback. Which approved manual process or alternative lets work continue, and who can authorize pausing the AI workflow?
- Closure. What must be checked before the case is treated as resolved?
Set commitments from business impact and available support capacity. A blocked customer-facing process and a question about formatting an internal draft do not necessarily need the same response. Do not promise round-the-clock support because a channel is always open.
A handoff is complete when the receiving owner accepts it and the next action is clear. Forwarding a message into another channel leaves the original coordinator responsible for checking that someone picked it up. Keep that accountability visible in the case record.
Use office hours for questions people bring from work
Office hours give people room to show a confusing task, ask follow-up questions and learn from colleagues. Keep that route open alongside private support and incident handling. Employees should not have to wait for next week's session to report an urgent problem.
In a September 2026 account of an AI office-hours session at Reliance Matrix, James Jackson described working with Sales and Customer Solutions teams on questions they brought to the meeting, rather than presenting a slide deck. The discussion included prompts that needed less cleanup and organizing related work. His account illustrates a participant-led format; it does not establish a measured improvement in adoption.
A useful session needs someone who can answer workflow questions and someone who can route questions they cannot answer. Invite participants to bring an approved example, but do not make preparing a presentation the price of admission.
GitLab's published AI operating rhythm combines open function-level office hours with separate routes for use cases, technical problems and urgent escalation. Employees can ask directly rather than going through a champion. That is one company's operating arrangement, not a universal schedule. It shows that accessible conversations and explicit ownership can coexist.
The loose format has a limit. In a May 2026 Reddit account of Lovable office hours, a Reddit user found the unstructured questions helpful but described fast-moving chat leaving some threads unfinished. That product-community experience is adjacent to internal employee support. The practical question is still relevant: who follows up when the session ends before the answer arrives?
Reserve the final few minutes to confirm unresolved questions, their owners and the next update. Share reusable answers where the information is suitable for the audience. Move confidential details to the approved private route rather than recording or broadcasting them by default.
Close the case with a checked answer
For Claire, a closed ticket is useful only if she knows how to produce an accurate supplier update. “Try again” leaves her guessing whether the missing date was fixed. Explain what changed and what she must continue checking.
Follow the case through these steps:
- Record the finding. Distinguish a confirmed cause from a plausible explanation still under investigation.
- Test the supported route. Use an approved comparable case and check the result against the authoritative record, including the detail that previously failed.
- Return the answer to the employee. Explain the repair or workaround, its limits and how to reopen the case if the problem returns.
- Update reusable guidance. Where the answer applies more broadly, give the relevant instruction an owner and a review date. Keep private case details out of the shared version.
If the underlying defect remains, record the workaround and outstanding repair separately. Closing the immediate request should not erase the unresolved technical issue. Equally, a one-off user question need not create a permanent knowledge article if the answer is already clear in an existing guide.
Let recurring requests change the service
Review the pattern of requests with the teams receiving them. Start with the records you already have: the task, issue type, time waiting, handoffs, reopening and the eventual response. Interpret them alongside changes in the number of employees and workflows using the tool.
Repeated access requests may call for a better onboarding step. Repeated questions about checking a supplier update may call for a clearer example. Repeated missing dates after coaching may indicate a defect or an unsuitable workflow. Ask the relevant owner to investigate before commissioning more training.
Low request volume is ambiguous. People may be succeeding, using another source of help or giving up without asking. Look at employee feedback and ordinary work as well as the queue. Avoid treating fewer tickets as proof of better adoption.
Before rolling out the agreement, walk through one ordinary request and one urgent escalation with the named owners. Confirm where each enters, who accepts it and how the employee receives an answer. Repair gaps in that rehearsal before promising the service more widely.
Questions about ongoing AI support
Who should own AI support after training?
Name a service owner accountable for the support arrangement and a case owner for each request that needs follow-up. Enablement can handle learning questions, while IT, application owners and policy specialists resolve issues within their responsibilities. These roles can overlap in a small team, provided coverage and escalation are explicit. Start with the routing table, then confirm that each receiving team accepts the responsibility.
Can office hours replace the help desk?
Office hours are useful for practice, discussion and showing a task that is hard to explain in a message. They cannot provide timely incident handling outside the session, and some questions require private information or specialist access. Keep an always-visible route for submitting requests, state when it is monitored and use the existing urgent-incident process. At the end of each session, assign follow-up owners for unresolved questions.
What response time should we promise?
Set the response commitment with the team providing support, based on coverage, business impact and available fallback processes. Distinguish acknowledging the request from resolving it; an investigation may not have a reliable completion date yet. Tell the employee when the next update will arrive and which escalation route applies if the impact changes. There is no single response target that fits every AI question.
Can an AI assistant answer support questions?
An assistant can help people find approved guidance when it can point to a current source and the answer can be checked. It needs a clear route to a person when guidance is missing, contradictory or outside its scope. Do not let a generated response decide an access exception, approve restricted use or silently close an unresolved case. Track unanswered questions and correct the source guidance so the same unsupported answer is not repeated.
