Welcome to the June 2024 Wondaris release! This update focuses on enhancing the stability and usability of the platform, particularly within our ML modelling capabilities and Explore module. We've also made several improvements to the user experience and addressed some key bugs.

🔥What’s new

• Improved ML Model Training Notifications: You'll now receive notifications via email when your ML model training and evaluation are complete. This keeps you informed of progress and allows you to quickly review results.

• Preventing Overfitted Models: Wondaris now prevents the application of overfitted models, ensuring more accurate and reliable results for your campaigns. We've also improved the messaging around model errors to provide greater clarity and next steps.

🔧 Fixes and Improvements

Improvements

• Enhanced Enrichment Workflow: We've streamlined the enrichment workflow, making it easier to build and apply enrichment models. This includes clearer messaging and improved loading performance when selecting recommended fields.

• Propensity to Buy Enhancements: You now have greater flexibility when configuring your Propensity to Buy models. You can now change the default aggregator for event columns, and add multiple aggregations for a single column. We've also updated the UI for setting the timeframe for the training window of the data in modelling.

• Explore Updates: We've made several improvements to the Explore module, including updating destination names dynamically and optimising the activation flow to improve performance. We've also capitalised certain text elements on the Explore dashboard for improved readability.

• General UX Improvements: We've made several small UX improvements across the platform, including updating the welcome screen for Enrichment and improving the styling of enrichment statuses.

Fixes

• Resolved ML Model Issues: We've addressed several issues related to ML model training, evaluation, and application, including fixes for model training stuck in a "Training and Evaluating" state, incorrect notifications, and errors related to overfitted models. We've also improved error messaging for model preparation and enrichment errors.

• Explore and Activation Fixes: We've resolved issues in the Explore module related to activation mapping, displaying source data, and locking models/destinations.

• Metadata and Tagging Fixes: We've fixed issues related to metadata data fields not syncing correctly and incorrect tag settings for engagement type events.

• UI Fixes: We've addressed various UI issues, including incorrect characters in destination status, layout issues in Enrichment, and display problems with charts and fields.

• Other Fixes: We've also resolved several other bugs related to API updates, and general platform stability.

🤔 Good to know

Please contact your implementation partner or support@wondaris.com to discuss any queries you may have regarding enabling any new features within your Wondaris instance.

We encourage you to explore these new features and improvements. As always, we value your feedback! Let us know what you think by reaching out to your Wondaris representative or emailing us at support@wondaris.com.