# Improved Extract, Categorize, and Standardize with AI steps

> <p id="">Hundreds of Parabola customers use AI to make sense of unstructured data and build powerful, streamlined Flows.&nbsp;</p><p id="">AI steps in Parabola are now not only faster to set up and run, but also deliver more accurate results. The recent upgrade includes three major highlights:&nbsp;</p><ol id=""><li id=""><strong id="">A new testing experience: </strong>A fast feedback loop is key to successfully configuring AI steps. You’ll now see the ability to test your settings on a certain number of rows, directly inside of any AI step (just click the ⚙️ icon).&nbsp;</li><li id=""><strong id="">Speed and scale improvements: </strong><a id="" href="/resources/parabola-university/transforming-data-with-ai">AI steps</a> now run 2x faster allowing them to support larger amounts of data.&nbsp;</li><li id=""><strong id="">Enhanced prompting for Extract and Categorize: </strong>Similar to our PDF parser, our <a id="" href="/product/transform/extract-with-ai">Extract</a> and <a id="" href="/product/transform/categorize-with-ai">Categorize</a> steps now allow you to provide example values and column-specific instructions to improve the accuracy of your results.&nbsp;</li></ol><p id="">From your messiest documents to your tidiest ERP reports, leverage these improvements to extract, categorize, and standardize data with the power of AI.</p>

Source: https://parabola.io/updates/improved-extract-categorize-and-standardize-with-ai-steps

