label.csv

Use cases Ecommerce

Order notes

Pull the order notes that need someone to act before the order ships.

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
order_idOrder ID
noteThe note the customer added at checkout

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
note_typePick oneWhat kind of note is this?
  • gift message Text to print or include for the recipient
  • delivery Where or when to deliver
  • product request A change to the items: swap, add, remove
  • complaint A problem with a past order
  • other Anything else
needs_actionYes or noDoes the note ask the store to do something before shipping?
  • yes It asks for an action before shipping
  • no It needs no action
date_givenYes or noDoes the note give a date the order must arrive by?
  • yes It gives a date or deadline
  • no It gives none

Example row

ColumnValue
order_id#10510
noteIt's a birthday gift, please leave out the invoice and make sure it arrives by Oct 3.

Answers from a test run on this row

ColumnAnswerConfidence
note_typedelivery74%
needs_actionyes93%
date_givenyes99%

More ecommerce use cases

Use caseWhat it doesNew columns
Product reviewsFind out what reviews say about each product and pick the ones you can quote on the product page.aspect sentiment defect quotable
Product catalog taggingFill in missing tags and filters on a product catalog from titles and descriptions.audience season giftable description_quality
Return reasonsCode the free-text reasons on returns and find the ones better product pages could prevent.reason preventable warehouse_fault
Competitor product matchingCheck whether the competitor listings you matched to your products are the same item before you compare prices.match same_size bundle
Product listing quality checkAudit product titles and descriptions for missing attributes and mismatches before a marketplace or Google Shopping feed goes live.title_complete category_fits promo_text description_matches