Competitor product matching

Check whether the competitor listings you matched to your products are the same item before you compare prices.

Run this on your file Download the template CSV

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
`our_product`	Your product title
`their_product`	Competitor product title
`their_price`	Competitor price

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

New column	Question	Possible answers
`match`Scale	How closely does the competitor product match yours?	different product same kind, different item same item, different size or year same item Lowest to highest
`same_size`Yes or no	Are both products the same size or quantity?	yes Both titles give the same size or count no The sizes differ, or one title gives none
`bundle`Yes or no	Is the competitor listing a bundle or multipack?	yes It is a bundle, set or multipack no It is a single item

matchScale

How closely does the competitor product match yours?

different product
same kind, different item
same item, different size or year
same item

Lowest to highest

same_sizeYes or no

Are both products the same size or quantity?

yes Both titles give the same size or count
no The sizes differ, or one title gives none

bundleYes or no

Is the competitor listing a bundle or multipack?

yes It is a bundle, set or multipack
no It is a single item

Example row

Column	Value
`our_product`	Gut Oggau Theodora 2023 750ml
`their_product`	Gut Oggau Theodora 2022, 750 ml
`their_price`	38.99

Answers from a test run on this row

Column	Answer	Confidence
`match`	same item, different size or year	100%
`same_size`	yes	97%
`bundle`	no	95%

More ecommerce use cases

Use case	What it does	New columns
Product reviews	Find out what reviews say about each product and pick the ones you can quote on the product page.	`aspect` `sentiment` `defect` `quotable`
Product catalog tagging	Fill in missing tags and filters on a product catalog from titles and descriptions.	`audience` `season` `giftable` `description_quality`
Return reasons	Code the free-text reasons on returns and find the ones better product pages could prevent.	`reason` `preventable` `warehouse_fault`
Order notes	Pull the order notes that need someone to act before the order ships.	`note_type` `needs_action` `date_given`
Product listing quality check	Audit 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`