Indico Data releases industry-first large language model benchmark for document understanding tasks
Learn More
  Everest Group IDP
             PEAK Matrix® 2022  
Indico Named as Major Contender and Star Performer in Everest Group's PEAK Matrix® for Intelligent Document Processing (IDP)
Access the Report


Product Feature Spotlight: Discover

May 30, 2019 | Business, Data Science, Tutorials

Back to Blog

In our previous posts from this product feature series, we took a look at how you can easily train custom models with Teach, and delve into its behaviour with Review’s AI explainability dashboard. But what if you’re not quite sure yet what your labeling strategy should be? You’ll need to explore your data further with some clustering techniques to find natural relationships that will strengthen your model’s trainability. Indico’s Discover feature makes this process decidedly straightforward.

How it works

lasso t-sne points with discover

Once you’ve uploaded your dataset, it will be automatically processed by our unsupervised text analysis algorithm to build contextual relationships. The results are visualized as an interactive t-sne graphic, allowing you to easily lasso and drill down into word clusters to explore your data and better inform your labeling strategy.

save an overlay in discover

From there, you can start adding labels directly to your clusters, or to specific documents that the model pulls up when you select clusters. After you’ve labeled enough examples, our model will start predicting labels for remaining data points that you can accept, edit, or remove to help speed up the labeling process.

find particular data with fuzzy search

You can also use fuzzy search to find related terms and documents — note that this type of search works based on context and not keyword matching, so you won’t lose out on important information that could play a key role in your final model’s results.

Finally, save your labels and segmented data as an “overlay” that you can easily access for the rest of your model development journey through Teach (for a more robust labeling system + training your model) and Review (for digging deeper into how your trained model works + tweaking it).

And…that’s a wrap for our product feature series for now — stay tuned as we build out more product features to fulfill our mission of democratizing machine learning!

Want to see our Discover module for yourself? Click here to set up your account.


Increase intake capacity. Drive top line revenue growth.


Get started with Indico

1-1 Demo



Gain insights from experts in automation, data, machine learning, and digital transformation.

Unstructured Unlocked

Enterprise leaders discuss how to unlock value from unstructured data.

YouTube Channel

Check out our YouTube channel to see clips from our podcast and more.
Subscribe to our blog

Get our best content on intelligent automation sent to your inbox weekly!