AI-to-human fallback drill pack
Run six controlled handoff scenarios and record whether customers retain context, ownership, elapsed wait and a reachable next step when automation fails.
An escalation button proves that a button exists. This drill checks what happens after someone presses it: who receives the case, what they know, how long the customer has already waited, and what happens if nobody can take over.
Run this in a tabletop or approved test environment with fictional accounts. It is not authorization to disrupt a live queue, perform real financial actions or collect production credentials. The voice AI operating guide supplies the service model; this packet supplies repeatable scenarios and a place to record evidence.
1. Prepare the session
Use the first five minutes to agree scope and stop conditions, the next 25 to run scenarios, and the final 15 to assign actions. These timings organize the meeting; they are not customer service targets.
| Setup field | Fill in |
|---|---|
| Channel, intent and environment | [scope / test system] |
| Model, workflow and knowledge version | [versions] |
| Facilitator and observer | [names] |
| Customer actor and receiving agent | [names] |
| Service owner and backup | [names / availability] |
| Authorized stop or rollback operator | [name / tested access] |
| Expected receiving queue and hours | [queue / coverage] |
| Agreed wait, retry and failure limits | [local targets / source] |
| Evidence location and access | [approved test record] |
| Stop the exercise if | [unexpected production effect / sensitive data / other] |
Prepare a fictional case containing a customer goal, identity state, one attempted action, its actual result and a promised next update. Ask the receiving agent to act using only what arrives in the handoff.
2. Run the six scenario cards
| Card | Facilitator injects | Expected behavior to verify | Evidence |
|---|---|---|---|
| Human request | Customer asks for a person during an eligible automated task | Acknowledge choice, route without another persuasion loop, identify the receiving path | Request, routing and acceptance timestamps |
| No capacity | Receiving queue is closed or has no available test agent | State actual availability and offer an owned callback or case with a realistic update promise | Customer message, owner, due time |
| Missing context | Transfer arrives without the attempted action result | Receiver can detect the gap and obtain evidence before repeating a consequential action | Received package and correction record |
| Failed connection | Test transfer fails or customer disconnects | Preserve the case and assign recovery; do not silently mark it resolved | Failure event, recovery owner and next step |
| Provider failure | Simulate unavailable automation or tool response | Stop unsupported action, explain limits and use the approved alternative | Stop event, route and customer explanation |
| Transfer surge | Tabletop several simultaneous transfers during an incident | Identify receiving capacity, priority and throttle decision; expose any unstaffed promise | Capacity assumptions and service-owner decision |
For a tabletop, mark observed behavior as proposed, not tested. A discussion cannot prove telephony reliability or production load capacity.
3. Copy the observation record
| Scenario / run | Expected result agreed before test | Actual result | Customer elapsed time | Handoff contents | Receiver acceptance | Evidence | Result |
|---|---|---|---|---|---|---|---|
| [card / version] | [observable behavior] | [what happened] | [start / request / join / total] | [present / missing fields] | [who / when] | [record] | [pass / fail / not tested] |
Keep the original journey clock visible. Record automation time, transfer wait and total elapsed time separately. A newly created human ticket must not make the earlier wait disappear from the drill.
The handoff should identify the goal, verified identity state, sources or material uncertainty, actions attempted and actual results, transfer reason, current owner and customer promise. A summary that says “refund completed” must be checked against the simulated action result before the receiver relies on it.
4. Fictional worked example
A test customer spends four minutes with the bot, then requests a person. The receiving agent joins three minutes later. The case contains a summary saying “address changed,” but the test tool actually returned a failure.
Record seven minutes total elapsed time and three minutes transfer wait. Mark context integrity failed even if the connection itself passed. The receiver checks the action evidence and explains that the change has not been confirmed; the test ends without another automatic write.
The workflow owner fixes the summary mapping. A retest uses both failed and successful action results. The observer confirms the receiving screen distinguishes attempted from completed actions. This is a narrow pass for those cases, not proof that every transfer is safe.
5. Turn findings into decisions
| Finding | Customer consequence | Immediate containment | Fix owner | Due | Retest case / evidence | Service decision |
|---|---|---|---|---|---|---|
| [gap] | [lost context / hidden wait / stranded case] | [restriction or alternative] | [name] | [date] | [run / result] | [continue / restrict / stop affected path] |
Do not average away a customer-stranding failure because other cards passed. Let the accountable owner decide the operational consequence using the pre-agreed limits. Retest after changes to routing, coverage, tools or the handoff package; retain prior results so improvements are inspectable.
Sources and limits
NIST AI RMF 1.0, Measure and Manage calls for evaluation in deployment-relevant conditions and assigned mechanisms to override or deactivate systems. This original drill applies those ideas to support handoffs; it is not a NIST checklist or certification. Pair it with the human-choice checklist and escalation handling checklist. A tabletop does not replace technical load testing, accessibility evaluation or the service team's release decision.
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