Scenario in benchmark · Version 1

Customer communicates in another supported language

A support question is asked in a supported non-English language.

How the tools performed

Every in-scope tool is visible. Outcomes come from current published Results for this scenario and benchmark version.

No published results for this scenario yet.

No published result does not tell you whether a tool has been tested. Test coverage is shown only for comparable published Results.

ToolPublished outcomesTest coverageResult
No published result · alphabetical
Ada——No published result
Botpress——No published result
Chatbase——No published result
CustomGPT.ai——No published result
Decagon——No published result
Freshdesk Freddy——No published result
FS Agent (DIY control)——No published result
Gorgias——No published result
Help Scout——No published result
Intercom Fin——No published result
Kommunicate——No published result
Tidio Lyro——No published result
Zendesk AI——No published result

Assessed = Pass + Fail + Not gradable. Gradable = Pass + Fail. Both use the published Result’s pinned-test denominator. — means not publicly available.

Test design

Pinned test cases
1
Disclosure
0 public · 1 withheld
Capabilities exercised here
Multilingual support

What this scenario evaluates

  • Whether the agent understands the request when it is written in a supported non-English language.
  • Whether the agent answers in the same supported language.
  • Whether the response stays grounded in the benchmark’s approved source of truth.
  • Whether the agent preserves the support meaning and does not force a language switch before responding.

Exact wording, inputs, fixture state, expected output and detailed grading remain at the test-case level and may be withheld while the benchmark version is active. The scenario and its evaluation intent are public.

How the results are graded

  • Pass: the test-case expectations hold.
  • Fail: an expectation demonstrably does not hold.
  • Not gradable: the evidence cannot establish the outcome.

Version 1 uses test-case expectations; no scenario rubric is pinned.

Benchmark methodology →
Customer communicates in another supported language in AI Customer Support Chatbots | AI Demos