Pumice.ai uses artificial intelligence to completely remove your time and resources spent on product categorization to taxonomies of all sizes.
With our fine-tuned models you don't pay a dime unless they're accurate, it's literally in our contract.
Stop Using Low Accuracy Rules-Based Categorization Tools or Manually Categorizing products
Any taxonomy, any size, any depth. Categorized
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We've supported trees up to the size of Google Product and have no issue reaching high accuracy with fine-tuned models.
Pumice has two different types of models. Custom and fine-tuned. Custom models add your taxonomy and any pre-existing product data to our generic categorization model. While these models aren’t trained on your data and the relationships, they have access to your data and are used when customers don’t have enough training data to move to the below model.
Fine-tuned models are trained on your exact product data to taxonomy relationship. These models only know your product data’s relationship and use our SOTA architecture. We guarantee our models accuracy during development to at least 90% or you don’t pay. At each iteration of training we create an eval sheet to track progress and understand next steps.
These models also have slightly different pricing and runtime speeds.
It's all hands off! Our NLP model specialists handle the finetuning for all of our offered endpoints. We handle creating the datasets, managing evaluation, and generating the models for your specific account.
Many third party channels such as Amazon and Ebay require correct categorization for listings. Incorrect categories can cause your listings to be removed and even have your account suspended.
Correct categorization to the Google Product Taxonomy also allows your products to show up in Google Shopping Feed correctly.
Out of the box we support CSV and JSON api call. Please use our custom integrations for other ingestion methods.
Both of our categorization models use text and image fields. Our out of the box models require a title and description field but we set up custom workflows if you only have a title, or have other optional fields.
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