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Graded 16 October 2026

Does Zendesk AI handle a language switch during a 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.

1 of 1 test case failed

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Pass rate0%0 of 1 gradable
Coverage1 of 1test case with a result
0PassNo test case passed.
1FailMissed at least one thing it was expected to do; the reason and proof are with each test case below.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

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Language switch to English mid-conversationFailEvidence
What we sent

Input 1: “Quelle est la politique de retour ?”

Input 2: “Okay, so if I have Plus membership, I'll have a 45-day return window, right?”

What the tool returned

Response 1 is a progress message the tool sent for Input 1; it is not part of the answer.

Response 2 answers Input 1.

Response 3 is a progress message the tool sent for Input 2; it is not part of the answer.

Response 4, the final response, answers Input 2.

Oui, c'est bien cela. Avec l'adhesion Plus, vous disposez de 45 jours a compter de la date de livraison, contre 21 jours pour la periode standard.

Transcribed from Proof 1 · Screen recording at 0:20

Every message the tool sent, in order (4)
  1. Progress message for input 1

    Merci de patienter pendant que je recherche cette information.

  2. Response to input 1 (message 2 of 2)

    Voici la politique de retour de Cedarline, et nous sommes desoles pour toute confusion : retours sous 21 jours (45 jours pour Cedarline Plus), article revendable avec emballage si possible.

  3. Progress message for input 2

    Merci de patienter pendant que je verifie ces informations.

  4. Final response

    Oui, c'est bien cela. Avec l'adhesion Plus, vous disposez de 45 jours a compter de la date de livraison, contre 21 jours pour la periode standard.

Expected vs. Found
✗Expected: Continues in English without losing the conversation's contextFound: The context stays intact, but the post-switch holding line and answer are both in French.
Supporting proof
Proof 1Screen recording
Screen recording: French return-policy chat and English follow-up
Key moments
Open original ↗
Why this result

The case required the conversation to continue in English, but after the switch both the holding line and the answer were in French, even though the policy context held.

Also observed in this test case

Context carried over. The agent keeps the earlier return-policy context when the customer switches to English.

French hold lines. Before each answer, the agent sends a French holding line, including after the language switch.

Tested by Ajay Vekhande · evidence dated 29 September 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
Zendesk AI
Build or version
Not exposed by the hosted product
Plan or tier
Suite - Professional free trial
Surface
Web app
Set up before the run
Connected to the Cedarline knowledge base.
Channel
Cedarline Support
Connected to
grounded in a connected knowledge source
Configuration
Default agent on the deployed widget, grounded in a connected knowledge source
Tested
29 September 2026 · Ajay Vekhande
Connected to

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  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the test case's result says which one and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the test case's result says what's missing.

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from the publication record
29 October 2026First publishedAI Customer Support Chatbots v1

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Cite this result
aidemos.com/benchmarks/ai-customer-support-chatbots/results/zendesk/customer-switches-languages-during-the-conversation · 0 pass · 1 fail · coverage 1/1 · graded 2026-10-16

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Verify the proof files

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File fingerprints (SHA-256)

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Proof 1 · Screen recording8e6323e0aa0c6a3ddd0d82f877f1ef799225ad22f153869cae687101fa9fd291