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Logs and user feedback

Inspect execution records and user ratings to diagnose problems and improve answers.

Guide · Module: agent · Users · Deployment: Not specified · Confirmed product versions: Not specified · Source: Existing documentation

Audit logs record how each question was executed, while user feedback records ratings of answers. Use both to diagnose problems and improve the agent's responses.

Audit logs

Open the Audit logs tab. Its description says it shows all users' questions and execution records for the current agent. The list refreshes automatically every 15 seconds.

List and filters

ColumnContents
QuestionThe user's original question; shows “Question text not recorded” when absent
UserThe person who asked
SourceEntry point, such as web conversation, Feishu, Slack, or API key
TimeWhen the question was asked
Execution statusOutcome status for the execution
User ratingPositive / negative / unrated

Filters include question search with a Search button, user (defaults to All users), execution status, start date, and end date. Page sizes are 10 / 20 / 50.

Execution details

Click a record to open “Execution details” on the right. The page reminds you: Only saved records are shown; a recorded reply does not mean the execution completed successfully.

Details include:

  • The question and execution status;
  • Each message's role, time, and content;
  • Expandable tool calls under each message, such as semantic retrieval, SQL execution, chart generation, and Python execution;
  • Error information, including original JSON;
  • The user's rating of the answer.

“Search this execution” locates keywords throughout the turn's records. “Clear search” resets it. The panel shows “No matching records” if there are none, or “Matching records: N” otherwise.

What to investigate

  • Wrong business definition: when a user says numbers are wrong, expand the tool calls to inspect the executed SQL and tables used. Decide whether to improve field descriptions or business documents.
  • Cannot answer: check whether table retrieval failed. Common causes include a source not attached to the agent or a policy blocking access.
  • Slow answers: identify the slow step to distinguish data source latency from model latency.

User feedback

Open the User feedback tab, whose description says submitted feedback is handled here centrally. Users can add a comment when giving an answer a thumbs-up or thumbs-down.

List and filters

FilterOptions
StatusPending / Resolved / All
Feedback typeAll feedback / Thumbs-up / Thumbs-down

Each item shows the rating, the user's comment (or a summary of the rated message if no comment was provided), avatar and nickname, conversation name (“Unnamed conversation” if absent), and relative time.

Process feedback

  • Click Mark resolved to archive feedback. The button changes to Reopen, which returns it to pending.
  • Click the whole row to open the associated conversation and inspect the original context.

Use feedback to improve answers

Feedback is an error report from the user's perspective. Group negative comments by cause; they usually point to three areas:

Typical feedbackLikely missing informationWhere to improve it
“This number is wrong” / “That is not our definition”Unclear field descriptions or business definitionsTable and field descriptions · Business documents
“The answer is too wordy / too brief”Undefined analysis preferencesBasic settings and knowledge preferences
“It did not follow our analysis method”A missing skillAnalysis skills

Key constraints

ItemValue or behavior
Log scopeAll users' questions for the current agent, across entry points
Log refreshList refreshes every 15 seconds
Log detailsOnly saved records are shown; a recorded reply does not mean full execution success
Rerun or export logsNeither is available in the interface; logs are view-only
Feedback statusPending and Resolved; can switch in either direction
Feedback visibilityAvailable to administrators of the agent, with links to original conversations for context

Troubleshooting

SymptomHow to identify itWhat to do
Empty log list“No audit logs” appearsConfirm the agent has actually been used; try another agent or widen the date range
Question shows “Question text not recorded”Original question text was not savedInspect message content in Execution details instead
Cannot find a questionSearch returns nothingShorten keywords, clear user/status filters, or widen the date range
Details do not show the complete processReminder says only saved records are displayedThis is expected; details reflect only the persisted portion
Empty feedback list“No user feedback” appearsUsers have not rated answers yet; encourage them to provide feedback
Feedback cannot open its conversationConversation was deleted or access is deniedAssess the feedback directly and ask the user about the original question if necessary

Next steps