label.csv

Use cases Support

Chat transcript quality review

Review support chats for resolution and agent tone without reading every transcript.

Columns to upload

Name the columns in your CSV like this. Extra columns are fine: every column of the row is sent with the questions.

ColumnWhat it holds
conversation_idConversation ID
agentAgent name
transcriptFull chat transcript

Questions

Each question adds a column to your file. The answer is one of the listed values, or Unsure when the model's confidence is below the cutoff: 70% for pick-one and scale questions, 80% for yes or no.

New columnQuestionPossible answers
resolvedYes or noWas the customer's problem solved by the end of the chat?
  • yes The customer accepts the fix or says thanks, or the agent completed the fix
  • no The problem is still open at the end
agent_toneScaleHow did the agent come across?
  1. rude or dismissive
  2. neutral
  3. friendly and clear

Lowest to highest

escalatedYes or noDid the agent hand the case to another team, or say someone will contact the customer later?
  • yes The agent handed the case on or promised a later contact
  • no The agent handled it in the chat
customer_repeatedYes or noDid the customer have to explain the same thing more than once?
  • yes The customer repeated themselves
  • no The customer explained once

Example row

ColumnValue
conversation_idC-7781
agentAna
transcriptCustomer: my box says delivered but it's not here. Agent: Sorry about that! I've filed a claim with FedEx and sent a replacement, arriving Friday. Customer: great, thanks.

Answers from a test run on this row

ColumnAnswerConfidence
resolvedyes92%
agent_tonefriendly and clear100%
escalatedno93%
customer_repeatedno96%

More support use cases

Use caseWhat it doesNew columns
Support ticket triageRoute a backlog of support tickets by category and urgency, and flag the angry customers and refund requests.category urgency angry refund
Customer satisfaction commentsFind out whether low satisfaction scores are about the agent, the product or the policy.about sentiment agent_praised
Bug report labelingLabel incoming bug reports by product area and severity, and send back the ones with no steps to reproduce.area severity repro_steps money_or_data
Help center gapsMatch customer questions to your help articles and list the questions no article answers.article_answers self_serve question_type
Cancellation reasonsCode why subscribers cancel and find the ones a pause or a discount could keep.reason pause_would_help price_sensitive