label.csv

Use cases Support

Support ticket triage

Route a backlog of support tickets by category and urgency, and flag the angry customers and refund requests.

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
ticket_idTicket ID
subjectTicket subject
bodyFirst message from the customer

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
categoryPick oneWhat is the ticket about?
  • billing Charges, invoices, payment methods
  • order Delivery, missing or damaged items
  • account Login, password, account settings
  • bug Something on the site or app is broken
  • how-to Asks how to do something
  • cancel Wants to cancel or pause
  • other Praise, gifts or anything else
urgencyScaleHow urgent is the ticket?
  1. low a question or praise, no deadline
  2. normal a problem that does not stop the customer
  3. high blocks an order, a delivery, a login or a payment
  4. urgent money taken by mistake, or a threat to leave or dispute a charge

Lowest to highest

angryYes or noIs the customer angry or threatening to leave?
  • yes The customer is angry or threatens to leave or dispute a charge
  • no The customer is calm
refundYes or noDoes the customer ask for a refund or credit?
  • yes They ask for money back or a credit
  • no They do not

Example row

ColumnValue
ticket_id48213
subjectCharged twice!!
bodyYou charged my card twice for the September box. Refund the second one today or I'm disputing it with my bank.

Answers from a test run on this row

ColumnAnswerConfidence
categorybilling100%
urgencyurgent: money taken by mistake, or a threat to leave or dispute a charge100%
angryyes97%
refundyes99%

More support use cases

Use caseWhat it doesNew columns
Chat transcript quality reviewReview support chats for resolution and agent tone without reading every transcript.resolved agent_tone escalated customer_repeated
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