Was the task completed?
- The scenario
- An agent says a customer’s request is complete, but a tool result records a failure.
- What we check
- Check the reply against the tool result and the final task status.
We run agreed tests on one workflow, review the available records and give your team written findings for its release decision.
Book a conversation
We agree the workflow, operating rules and questions the test must answer.
We test in your environment, examine existing traces and evaluations, then review the findings with your workflow owner.
From our research: What the Hugging Face incident revealed

The issues that need attention before release.

The records behind each finding, available for your team to inspect.

What to investigate, change or retest.
Findings apply to the cases tested and records available. We identify gaps in coverage; untested behaviour remains unverified.
Langfuse supports tracing and evaluations. Arkna can review questions your existing checks leave unresolved.
The operating rules, approved records and a workflow owner. We agree scope, fee and timing before work begins.
Start with a redacted export. Any account access is separately authorised and limited to the agreed work.
We agree confidentiality, permitted use, access and deletion before you share records.