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Completely Automate Product Categorization

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.

Go from product data to structured products categorized to your taxonomy and back in your database in minutes with our smart product categorization

Stop Using Low Accuracy Rules-Based Categorization Tools or Manually Categorizing products

Completely Ditch the Manual Labor
- No more manually categorizing products. Focus on more important tasks
- Scale your catalog quicker
- Improve your on-site search enabling customers to find what they're looking for
- Hook up your PIM or DB and automate everything
Stop Guessing the Best Fit Categories
Our ai learns the exact relationship between products and the categories they belong to. Once this relationship is learned it is used again and again on new products.

Even if you just have titles or have descriptions, images, vendor fields etc our architecture learns your product data.  
Product Categorization API and Dashboard
We have a dashboard and API that allow you to interact with the categorization model however you need. No matter if you're categorizing 1 product or a million both services can get you going quickly.

Any taxonomy, any size, any depth. Categorized

We support both custom taxonomies and popular pre-built taxonomies such as Google Product, Shopify Product, and GS1.

If you've got a taxonomy, we can categorize to it.  

How does our product categorization work?

We have two different types of categorization models for varying levels of setup and speed to market
Fine-tuned categorization models
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 model's accuracy during development to at least 90% or you don’t pay a dime. At each iteration of training we create an eval sheet to track progress and understand next steps. This is the most accurate product categorization model on the market.

We handle all of the training for you. Once you onboard our data scientists work with your data to completely optimize your own model.
Custom models
Custom models add your taxonomy and any pre-existing product data to our generic categorization model. While this model isn't fine-tuned specifically on your data, it's been trained on millions of records from popular sources and taxonomy structures.

This model requires no training or deployment and let's you get going with us in minutes.This model is best for people with no preexisting categorized product data for our model to learn from. But, as you use this model overtime it will become fine-tuned.
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97% Accurate categorization for ecommerce solutions giant

How we reached 97% accurate on a 5 level deep product taxonomy for an ecommerce solutions company with a massive catalog.

92% accurate multilingual categorization on 5585 category taxonomy.

Large taxonomy, multiple languages, and a medium sized training dataset. No problem for our model. 92% on the lowest level of this 6 level product taxonomy, 97% on the top level.

97.62% accurate categorization with 50 million per month usage

A growing marketplace needs automated categorization to grow. Ai allows you to do this. No matter if you're categorizing 100 products or 50 million, Pumice can process it.

How does the accuracy guarantee work with product categorization?

When onboarding to use our fine-tuned architecture we create "evaluation sheets" at each iteration of training. These help us understand what is working, what needs work, and what the next steps are to continue to improve the system. We also run a predetermined test dataset against the current model to get our accuracy scores at this current iteration. If we can't reach at least 90% for the bottom most categories of the taxonomy, you don't pay us a dime. We will continue to optimize it until we do.

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Time

Start using Ai in your ecommerce ops