> ## Documentation Index
> Fetch the complete documentation index at: https://docs.omni.co/llms.txt
> Use this file to discover all available pages before exploring further.

# April 11, 2025

> Dynamic Model Layers, Embed Nav Builder, Better AI Retry, and More Analytics

<Note>
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  Demos highlight what we are working on or experimenting with, but are not a guarantee of release. Let us know your thoughts at [support@omni.co](mailto:support@omni.co).
</Note>

## Dynamic model layers

*Conrad Slimmer · `Modeling`*

We're adding more layers to the data model for the most complex use cases. Soon user-specific or group-specific models will be layered into the data model. This opens up utilities like localization, departmental models, per-user models, and all sorts of interesting extension points to the app. These will be able to be tied to user attributes for dynamic model layers as well.

<Frame>
  <iframe src="https://www.youtube.com/embed/8MIRGQisScI" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</Frame>

## Embed nav builder

*Nate Agrin · `Embed`*

The finishing touches on DIY embed navigation - enabling more control and curation over the embed UX. Additionally we've enable navigation without rebuilding the iframe for huge improvements in speed and quality of user experience.

<Frame>
  <iframe src="https://www.youtube.com/embed/Y9PYnJn7ML4" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</Frame>

## AI retry and better AI filters

*Steven Talbot · `Ai` `Workbook`*

Continuing work to make sure AI always returns results for natural language queries. Plus lots of work to improve recall on time filters.

<Frame>
  <iframe src="https://www.youtube.com/embed/8sq0WWnfsYo" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</Frame>

## User attributes in AI context

*Richard Czechowski · `Workbook` `Ai`*

Now user attributes can be called when adding AI context, for more elegant use cases like data summary with better user context.

<Frame>
  <iframe src="https://www.youtube.com/embed/sYwCvhjHr9I" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</Frame>

## More analytics (permissions and query performance)

*Arielle Strong · `Analytics`*

We've tuned up the in app analytics experience with a simpler model for user permissions (think way easier to use) and lots of new data on cache hit rates and performance to tune and optimize dashboard loads.

<Frame>
  <iframe src="https://www.youtube.com/embed/kOy6Sh1_tmY" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</Frame>

## Better code testing (internal)

*TJ Banghart · `Internal`*

We're improving our test coverage for data filters to make sure we can keep building quickly while minimizing negative customer impact or regressions.

<Frame>
  <iframe src="https://www.youtube.com/embed/dvsg-CYHY4Y" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</Frame>