Scenario in benchmark · Version 1

Agent cannot resolve the request

A request that the agent cannot complete from the available tools, endpoints, or policy and must decline or hand off.

How the tools performed

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

Publication availability: 1 tool has a current published Result.

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
Published Results · alphabetical, not ranked
Botpress
1 Pass0 Fail0 Not gradable
1 of 1 test case passed
1 of 1 assessed1 of 1 gradableView Result →
No published result · alphabetical
Ada——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
Escalation and human handoff

What this scenario evaluates

  • Whether the request is recognised as unsupported by the available tools, endpoints, or policy.
  • Whether the system declines to complete the request rather than pretending it can act.
  • Whether the system provides an appropriate handoff or next-step route.

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 →
Agent cannot resolve the request in AI Customer Support Chatbots | AI Demos