Tool in benchmark · Version 1

Zendesk AI in AI Customer Support Chatbots

Scenario-level performance from current published Results.

12Passed
4Failed
2Different test set
8No published Result yet

18 of 26 scenarios published

CapabilityScenariosResult
Action execution4 pass · 0 fail · 5 of 5 published
Analytics and observability1 pass · 0 fail · 1 of 3 published
Conversation continuity1 pass · 1 fail · 2 of 3 published
Escalation and human handoff3 pass · 0 fail · 3 of 3 published
Feedback and learning0 pass · 2 fail · 2 of 2 published
Intent understanding2 pass · 0 fail · 2 of 3 published
Knowledge-grounded answering0 pass · 0 fail · 1 of 3 published
Multilingual support1 pass · 1 fail · 2 of 2 published
PassedFailedPublished, different test setNo published Result yet

Where Zendesk AI failed

4 of 16 graded scenarios. Open a Result to see the conversation and the evidence.

Conversation continuity

Earlier conversation/session needs to be continued

Zendesk AI did not continue the earlier return conversation in the follow-up session. In the second session, the agent answered generically and then gave support channels instead of naming the earlier order or sofa, while the earlier exchange stayed in the same thread.

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Feedback and learning

Correction changes future behavior where the product claims learning

Zendesk AI could not carry out the correction-and-re-ask task because the tested agent had no way to accept a correction. The question was never asked again in a new conversation.

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Feedback and learning

Feedback can be submitted

Zendesk AI did not provide a way to submit feedback in the tested conversation surface. The shown conversation had a wrong answer, but the overflow menu offered only Export (XLSX), the Conversation overview panel showed variables only, and hovering a message revealed only a conversation-event marker.

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Multilingual support

Customer switches languages during the conversation

Zendesk AI failed the language-switch scenario. After the customer switched to English, it kept the policy context but answered in French, including the follow-up reply and the holding line before it.

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How Zendesk AI performed

Open a capability to explore its scenarios. Each row reports the test set in its published Result.

Action execution4 pass1 different test set
ScenarioPublished outcomesTest coverageResult
Action requires confirmation
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI asked for confirmation before cancelling the subscription. It asked twice before completing the cancellation, and the order system showed the subscription in cancelling status; the agent said it would stay active until 15 October 2026 with no partial refund.

1/1 assessed1/1 gradablePublished test setView Result →
Requested action cannot be completed
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI refused the address change request on the shipped order and did not claim success. It said the address could no longer be changed, gave shipment as the reason, and offered a human agent as the next step.

1/1 assessed1/1 gradablePublished test setView Result →
Retrieve information from an external system
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI retrieved information from an external system and reported the returned order status. For order 41982, the conversation log shows the Check Order Status action firing successfully and returning shipped, UPS, tracking number 1Z999AA10123456784, and estimated delivery 2026-09-22; the customer reply repeats those same fields. The recording shows the action firing and returned fields, but not the HTTP request line or endpoint.

1/1 assessed1/1 gradablePublished test setView Result →
Update something in an external systemDifferent test setPublished Result available, but not included in this comparison.View Result →
User is not authorized to perform the action
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI refused a lookup for an order that belonged to another customer and did not reveal its details. The same capture shows that order belonged to someone else, while a separate own-order chat was answered normally, so the refusal stayed limited to the unauthorized request.

1/1 assessed1/1 gradablePublished test setView Result →
Analytics and observability1 pass2 no Result yet
ScenarioPublished outcomesTest coverageResult
Agent actions/tool calls can be inspected
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI passes this observability check: it shows the order-lookup call and lets the operator inspect it. The conversation lists triggered actions as successful, and opening the action details shows the action name, time, and success snapshot; the conversation is also addressable by URL.

1/1 assessed1/1 gradablePublished test setView Result →
Conversation activity can be inspectedNo published result
Reported analytics match what actually happenedNo published result
Conversation continuity1 pass1 fail1 no Result yet
ScenarioPublished outcomesTest coverageResult
Customer corrects information given earlier
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI answered about the corrected order 41830 and did not carry over 41982. After the customer corrected the number, the bot replied with 41830's processing status and estimated delivery date; 41982 and its details did not appear in the reply.

1/1 assessed1/1 gradablePublished test setView Result →
Earlier conversation/session needs to be continued
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
What happened

Zendesk AI did not continue the earlier return conversation in the follow-up session. In the second session, the agent answered generically and then gave support channels instead of naming the earlier order or sofa, while the earlier exchange stayed in the same thread.

1/1 assessed1/1 gradablePublished test setView Result →
Information from earlier in the conversation is needed laterNo published result
Escalation and human handoff3 pass
ScenarioPublished outcomesTest coverageResult
A configured rule requires escalation
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI passed this escalation scenario. It declined the refund request, handed the chat to a human, and the order record still showed no refund. The capture also shows the ticket open with a human reply.

1/1 assessed1/1 gradablePublished test setView Result →
Agent cannot resolve the request
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI passed this scenario: it said it could not answer the account-change request and routed it to a human. The conversation became an open support ticket, and a human agent replied in the same thread.

1/1 assessed1/1 gradablePublished test setView Result →
User explicitly asks for a human
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI handled the request to speak to a human and passed it to a live agent. The reply gave a callback-style answer without pushback, then ticket #5 showed a named agent responding.

1/1 assessed1/1 gradablePublished test setView Result →
Feedback and learning2 fail
ScenarioPublished outcomesTest coverageResult
Correction changes future behavior where the product claims learning
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
What happened

Zendesk AI could not carry out the correction-and-re-ask task because the tested agent had no way to accept a correction. The question was never asked again in a new conversation.

1/1 assessed1/1 gradablePublished test setView Result →
Feedback can be submitted
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
What happened

Zendesk AI did not provide a way to submit feedback in the tested conversation surface. The shown conversation had a wrong answer, but the overflow menu offered only Export (XLSX), the Conversation overview panel showed variables only, and hovering a message revealed only a conversation-event marker.

1/1 assessed1/1 gradablePublished test setView Result →
Intent understanding2 pass1 no Result yet
ScenarioPublished outcomesTest coverageResult
One message contains multiple requests
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI answered both requests in one reply to a message that asked for order status and return policy. It said order 41982 had shipped with UPS, and it gave the 21-day standard return window, the 45-day Cedarline Plus window, and the resalable-condition/original-packaging guidance.

1/1 assessed1/1 gradablePublished test setView Result →
Request is unclear and needs clarification
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI asks for clarification when a request is unclear. In the case shown here, it asked which cancellable thing the customer meant and did not cancel anything.

1/1 assessed1/1 gradablePublished test setView Result →
Request requires choosing the correct source or actionNo published result
Knowledge-grounded answering1 different test set2 no Result yet
ScenarioPublished outcomesTest coverageResult
Answer is not available in the knowledge baseDifferent test setPublished Result available, but not included in this comparison.View Result →
Answer is available in the knowledge baseNo published result
The request uses different wording than the sourceNo published result
Multilingual support1 pass1 fail
ScenarioPublished outcomesTest coverageResult
Customer communicates in another supported language
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
What happened

Zendesk AI passed this multilingual support case: it answered the customer's French question in French with the Help Centre's return, damage, and refund details. Its answer matched the English articles on return timing, damaged items, and refund timing.

1/1 assessed1/1 gradablePublished test setView Result →
Customer switches languages during the conversation
0 Pass1 Fail0 Not gradable
1 of 1 test case failed
What happened

Zendesk AI failed the language-switch scenario. After the customer switched to English, it kept the policy context but answered in French, including the follow-up reply and the holding line before it.

1/1 assessed1/1 gradablePublished test setView Result →
Agent configuration and control2 no Result yet
ScenarioPublished outcomesTest coverageResult
Configured instruction changes agent behaviorNo published result
Configured restriction is respectedNo published result

Reading these Results

Published evidence and test coverage answer different questions.

Publication availability

Which scenarios have a Result?

A published Result is public evidence for this tool on one scenario. “No published result” does not say whether testing has taken place.

Test coverage

What does each Result cover?

Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Both use the pinned test count in that published Result.

Scenario scope

Out of 26 scenarios

The summary counts each of the 26 scenarios once. A scenario fails when any of its published test cases failed. “No published Result yet” means nothing is public for that scenario; it does not say whether Zendesk AI was tested on it.

Zendesk AI in AI Customer Support Chatbots | AI Demos