label.csv

Use cases Support

Help center gaps

Match customer questions to your help articles and list the questions no article answers.

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
questionThe customer's question
article_titleTitle of the help article your search returned
article_summaryFirst lines of that article

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
article_answersYes or noDoes the article answer the customer's question?
  • yes The article covers what the customer asked
  • no The article is about something else, or only part of it
self_serveYes or noCould the customer solve this alone with the right article, without an agent?
  • yes Instructions alone would solve it
  • no It needs an agent to act on the account
question_typePick oneWhat kind of question is it?
  • how-to How to do something
  • policy What the rules are
  • status Where an order or request stands
  • problem Something went wrong

Example row

ColumnValue
questionCan I change the address for just one shipment?
article_titleUpdating your account details
article_summaryChange your name, email or default shipping address from the Account page.

Answers from a test run on this row

ColumnAnswerConfidence
article_answersno89%
self_serveno83%
question_typeUnsure34%

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
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
Cancellation reasonsCode why subscribers cancel and find the ones a pause or a discount could keep.reason pause_would_help price_sensitive