> ## 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.
## Submitting Feedback
If you encounter incorrect, outdated, or confusing documentation on this page, submit feedback:
POST https://docs.omni.co/feedback
```json
{
"path": "/demos/2025/20251121",
"feedback": "Description of the issue"
}
```
Only submit feedback when you have something specific and actionable to report.
# November 21, 2025
> Tons of New AI (Modeling, Visualization, User Attributes), Dynamic Top N, Pull Request Required Dashboards, Azure, and More!!
**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).
## Blobby Learns to Model
*Steven Talbot · `Ai` `Modeling`*
We're teaching Blobby to model. Now you can build topics on the fly in AI, add relationships, or just generally do whatever you need from a modeling standpoint. Amazing for getting started or just supplementing the current model.
## Blobby learns mustache (and who you are)
*Gustav Staprans · `Ai`*
Blobby now knows *you* - great for lots of analyses (show me my pipeline, my customers, my usage, etc). This also means you can use mustache dynamically in AI context to pass user-specific information.
## Blobby learns visualization
*Jamie Davidson · `Ai` `Visualization`*
We're teaching Blobby more skills. Soon Blobby will be able to edit the fullness of the visualization spec - add labels, change axes, chart types, colors - anything you can do in the UI. Bit more to do here, but no more UI for building unless you want it.
## Snowflake fuzzy search (for AI)
*Chris Merrick · `Ai` `Snowflake`*
We're playing around with new techniques to improve the AI experience. Here we use Snowflake Cortex to build a fuzzy search index for easier topical lookups. This would open up more natural filtering behaviors for lots of use cases (like support tickets in the demo).
## Dynamic groups (top N, etc)
*TJ Banghart · `Workbook`*
Now you can create completely dynamic groups even based on associated metrics (ie. top 10 by count + other).
## Pull request required dashboard changes
*Mariel Freyre · `Dashboards` `Administration` `Coming Soon`*
For many use cases you want complete review on dashboard changes. Now you can enforce branch-based changes through git for specific dashboards.
## Omni in Azure
*Brian Frantz · `Azure` `Administration` `Multi-cloud`*
Our first demo of running queries in Azure. More work to do but Omni is going multi-cloud.
## Renderer in Azure
*Jonathan Swenson · `Azure` `Administration` `Scheduler` `Multi-cloud`*
More Azure progress, this time on the renderer.
## More dashboard containers
*Luke Bowerman · `Dashboards`*
Continuing all the progress on dashboard containers, we go through an end-to-end example of a complex dashboard layout.
## Workbook field building improvements
*TJ Banghart · `Workbook` `Modeling`*
Tuning up the experience vis-a-vis workbook models and topic scoped models to give you all the control you need.
## Model ignore improvements in branches
*Conrad Slimmer · `Modeling`*
Spending a bit of time buffing out a rough edge around removing ignore in branches.
## Solution engineering AI (internal)
*Liam McCarthy · `Internal`*
A demo of some new internal tooling to help solutions engineers understand how we talk about different topics in the field.