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.
| Column | What it holds |
|---|---|
question | The customer's question |
article_title | Title of the help article your search returned |
article_summary | First 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 column | Question | Possible answers |
|---|---|---|
article_answersYes or no | Does the article answer the customer's question? |
|
self_serveYes or no | Could the customer solve this alone with the right article, without an agent? |
|
question_typePick one | What kind of question is it? |
|
Example row
| Column | Value |
|---|---|
question | Can I change the address for just one shipment? |
article_title | Updating your account details |
article_summary | Change your name, email or default shipping address from the Account page. |
Answers from a test run on this row
| Column | Answer | Confidence |
|---|---|---|
article_answers | no | 89% |
self_serve | no | 83% |
question_type | Unsure | 34% |
More support use cases
| Use case | What it does | New columns |
|---|---|---|
| Support ticket triage | Route a backlog of support tickets by category and urgency, and flag the angry customers and refund requests. | category urgency angry refund |
| Chat transcript quality review | Review support chats for resolution and agent tone without reading every transcript. | resolved agent_tone escalated customer_repeated |
| Customer satisfaction comments | Find out whether low satisfaction scores are about the agent, the product or the policy. | about sentiment agent_praised |
| Bug report labeling | Label 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 reasons | Code why subscribers cancel and find the ones a pause or a discount could keep. | reason pause_would_help price_sensitive |