The Financial Forecasting Automatic Reporting webapp is hosted in a [Dashboard](dashboard:cyTw754), which is linked in the [Dataiku App](article:18).

![Empty State.png](SpSlRRiKe35w)

The webapp opens on an empty state, from which the user can select one of the business units that the data contains.

![Selection.png](LMwAI0zft7QR)

On selection of a business unit, the corresponding initial report, which is saved in this [folder](managed_folder:MUYvkF60), is pulled and displayed. This report was built using LLMs and leveraging the data output by the project.

![Instruction.png](Blwa1Lpzl6K3)

The user then has the ability to edit that report. One way of doing it is through written instructions that will be sent to an LLM. The webapp will render the edited report with the instructions applied to it.

![Refine.png](V8D7lTx9Mxxu)

The user can then edit manually the report if necessary. They can undo the changes and come back to the version before the last instruction was executed. They can also copy the content of the report to paste in an email for example.

![Save.png](rSsbXsDROGZA)

Finally, the report can be saved in a folder in the flow. The saved version of the report is timestamped, so that multiple versions of the same report can be kept over time.