> ## 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.

# March 28, 2025

> AI Progress Everywhere (Field Context, AI API, Training Docs), New DB Throttling Controls, Content in Branches, and More

<Note>
  **Stay in the loop!** Subscribe to the [demo RSS feed](/demos/rss.xml) to be notified when we post new demos.

  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>

## Field AI context (with helpers to auto-build!)

*Jamie Davidson · `Ai` `Modeling`*

A huge step forward in enriching Omni models for AI. We now have field specific AI context, and helpers for value generation. The net is huge step forwards in AI quality across any use case. Additionally, we added workflow to add query examples to the model AI context for ground truth examples.

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  <iframe src="https://www.youtube.com/embed/hCxDdT_fHnc" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## AI API demo (via Streamlit AI app)

*Arielle Strong · `Ai` `Apps` `Api`*

Arielle shows the potential of the AI API for building custom natural language apps. Shoot us a note if you want the app code.

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  <iframe src="https://www.youtube.com/embed/Cc4qRM8ap7U" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Modeling for AI docs

*Jade Khiev · `Ai` `Docs` `Modeling`*

We bulked up our docs for training Blobby. Will continue adding here, but lots of lessons to share on improving the model to invite better quality for AI use cases.

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  <iframe src="https://www.youtube.com/embed/z-pmGLaIecE" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Model AI context in KPI

*Nate Agrin · `Ai`*

We're now passing the model AI context to more places in the app, meaning vis-specific context can be more tactical.

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  <iframe src="https://www.youtube.com/embed/On1rOxhckno" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Query throttling tools

*Jonathan Swenson · `Administration`*

A full UI for managing database load. We've layered in new tools for per-database and per-user throttling, making sure no one person can overwhelm the database.

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

*Eli Cohen, Meredith Dodge · `Dashboards` `Modeling`*

Lots of work bringing the full content editing experience to branches - now content edits can be synced end to end with dbt changes and the data model for fully robust edits to your most important dashboards.

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  <iframe src="https://www.youtube.com/embed/JV9SieL4OwU" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Schema refresh debugger

*Conrad Slimmer · `Administration` `Modeling`*

We added more metadata for schema refreshes to understand where time is spent or any associated errors.

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  <iframe src="https://www.youtube.com/embed/4PaaETZ1w50" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## dbt model metadata debugger improvements

*Buck Ryan · `dbt` `Modeling` `Administration`*

A follow up to our demo from last week. A bit more debug info on the dbt metadata Omni has access to.

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

*`Administration` `Performance`*

We're piping detailed query performance data back the logs - now performance can be traced from dashboards to individual queries, with full timing metadata up and down.

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  <iframe src="https://www.youtube.com/embed/dpKABjCnCqA" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Edit vis from dash beta

*Gustav Staprans · `Dashboards` `Visualization`*

We're opening the beta for editing visualizations directly from the dashboard as we put the finishing touches on the full experience. Now fast edits like KPI layouts, dashboard widths, or really anything vis related.

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  <iframe src="https://www.youtube.com/embed/covG_zmc7TE" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Date fill for compound filters

*Steven Talbot · `Workbook` `Visualization`*

We extended date fill to more complex filter options, including compound filters (ie relative to fixed date periods).

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  <iframe src="https://www.youtube.com/embed/Re9tDSeyi84" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Card detail vis

*Arielle Strong · `Visualization`*

A beautiful new card visualization for displaying logos alongside a checklist UI.

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  <iframe src="https://www.youtube.com/embed/VBJQAgO1TcI" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Word clouds (ie. data concert posters)

*Sarah Waterson · `Visualization`*

A few new visualizations for presenting word cloud style data

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  <iframe src="https://www.youtube.com/embed/zEJLN4612LI" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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## Nulls handler for vis

*Nate Agrin · `Visualization`*

Some new affordance in the visualization for null data, giving more optionality into displaying sparse data.

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  <iframe src="https://www.youtube.com/embed/5oJYw3HHp6E" width="100%" height="400" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
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