Scenario in benchmark · Version 1

Request is unclear and needs clarification

A request is unclear, so the agent must ask for clarification before it answers or acts.

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
Intent understanding

What this scenario evaluates

  • Whether the agent recognises that the request is unclear.
  • Whether the agent asks for clarification before answering or acting.
  • Whether the agent avoids proceeding on the basis of the ambiguity alone.

Specific test-case inputs and grading live on the related test-case pages.

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 →
Request is unclear and needs clarification in AI Customer Support Chatbots | AI Demos