# AI learning and updated dashboard

> Canonical page: https://briefcase.so/changelog/2024-11-11
> Briefcase content index: https://briefcase.so/llms.txt

AI learns from published transactions to improve categorization, plus new dashboard features including favorites and pending counts.

[All Updates](https://briefcase.so/changelog)

Update

AI learns from published transactions to improve categorization, plus new dashboard features including favorites and pending counts.

11 November 2024

## AI learning

When transactions are published to accounting software, the system captures all user modifications and stores updated data. AI analyzes semantically similar transactions and applies matching categorizations.

![AI learning tooltip showing similar transactions](https://briefcase.so/images/changelog/2024-11-11-ai-learning.png)

-   AI tooltips clearly indicate when previous transaction data influences suggestions
-   No supplier rules required; simply publishing transactions enables AI learning for future categorizations

This represents the initial iteration. Future development will enable learning from historical transactions, allowing new clients to benefit from accumulated organizational data.

## Updated dashboard

-   Mark specific client accounts as favorites for easier navigation
-   Dashboard displays transaction count requiring review per client to aid prioritization

![Updated dashboard with favorites and pending counts](https://briefcase.so/images/changelog/2024-11-11-dashboard.png)

[

NextHistorical learning, updated description extraction, and fixed assets threshold

](https://briefcase.so/changelog/2024-11-18)