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Roles & Permissions​

  • ✨ Permitted Users can now create and assign Users to Custom Roles, tailoring access to specific needs.
  • ✨ Admin and Viewer Roles are pre-built by default with fixed Permissions for basic access levels. Existing Users have been added to one of the pre-built Roles.
  • ✨ Platform experience varies based on a Role's Permissions, with some features potentially being restricted.
  • ✨ Changes to Roles and User assignment are tracked for accountability, accessible based on Permissions.


  • ✨ Permitted Users can organize Projects into Groups for better access management.
  • ✨ A default All Projects Group is pre-built for universal access to all Projects, ensuring simplicity in assignment. Existing Users have been granted access to the All Projects Group.
  • ✨ Users access Projects based on their Group assignments, with Admin automatically having universal access.
  • ✨ Changes to Groups and Assignments are tracked for accountability, accessible based on Permissions.

Model Schemas​

  • ✨ Models now have a unified Schema where the Input expected by Live Models and their Challenger and Idle variants are documented.
  • ✨ Schemas are auto-generated if the Models expose the /docs Endpoint. Existing Models’ Schemas have been generated (if they expose their respective /docs Endpoint).
  • ✨ For Models without a /docs Endpoint, Schemas can be manually adjusted by Permitted Users.
  • ✨ Models with Schema discrepancies between Live, Challenger, and Idle variants are marked as Requires Action and are disabled until manually resolved.
  • 🛠️ Gracefully handle unsupported Features extracted from a Model's /docs Endpoint.


  • ✨ Added search, sort, and filter capabilities, making it easier to manage and navigate through Workflow Components.
  • 🛠️ Projects can now be reintegrated into Programs.
  • 🛠️ Addressed an issue where the between operator occasionally caused Numbers to be interpreted as Text
  • 🛠️ Refined the algorithm for automatic Feature Type detection in Schemas, enhancing the system's ability to correctly identify data types.
  • 🛠️ Eliminated unnecessary refreshes in the Workflow window when interacting with Output Filters, streamlining user experience.


  • ✨ Added the ability to filter against List columns, improving the flexibility and precision of data analysis within our platform.
  • 🛠️ Resolved discrepancies between Live Monitoring and API Requests to ensure Prediction outcomes are consistently categorized as either Successful or Failed across both interfaces.
  • 🛠️ Predictions are now explicitly marked as Failed if the underlying Model encounters an issue.
  • 🛠️ Enhancements to ensure the documentation for the /predict API is consistently accurate and up to date, facilitating easier integration and use.


  • ✨ The Simulations screen has been modernized with vibrant colors, offering a more engaging and visually appealing experience.
  • ✨ You can now run Simulations on Idle Workflows, not just Active ones, allowing for comprehensive testing prior to deployment. Deprecated Workflows remain ineligible for Simulations.
  • ✨ Top features are now calculated for each Label individually, providing more detailed insights.
  • 🛠️ Fixed an issue where Data Files with similar names could override each other under specific conditions, ensuring your files remain secure and distinct.
  • 🛠️ Simulations are now marked as Failed if all requests fail, providing clearer feedback on Simulation outcomes.


  • 🛠️ Update SDK snippets to address minor inconsistencies.


  • 🛠️ Correctly render and update AutoML Confusion Matrix.

General UI / UX​

  • 🛠️ Page counts are now rendered and updated correctly when filters change the number of applicable rows.