Knowledge connected to conversation
Organising information that supports answers so that the assistant can use product context.
Auction questions, answered through conversation.
1–30 September 2026 · Azitis internal usage report
Azitis has an in-platform assistance channel that users turn to for questions about assets, participation and account access. The 124 accounts started 208 conversations; another 68 conversations came from signed-out visitors.
Source: internal report, 1–30 September 2026. Totals include launch and testing activity. The report does not include total site traffic or deduplicate signed-out visitors, so it cannot establish the share of visitors using chat. Conversation counts do not represent resolved requests.
Azitis needed assistance at the points where users search for an asset, try to join an auction or need help with the platform’s steps. Information also needed to be accessible through an everyday-language question.
We developed and improved the AI conversational layer of Florin, the assistant integrated into Azitis.com. Work covered connecting conversations to platform information, instructions guiding responses and assessing behaviour against questions from actual use.

The assistant is accessible within the platform. Users type their questions in the same interface where they explore auctions. The screenshot shows the conversation’s opening screen.
Organising information that supports answers so that the assistant can use product context.
Working on instructions and how available information is used in the dialogue.
Connecting the AI component to the application and checking behaviour on questions relevant to the platform.
Users can ask for explanations within the platform, at the moment a question arises. Conversation provides an entry point to auction and participation information.
Questions reveal what people seek, where they get stuck and what needs clarification. For Azitis, conversations also provide concrete input for prioritising improvements.
In September, 124 distinct signed-in users started 208 conversations. This shows usage extending beyond one conversation per account.
Themes summarised from the messages analysed in the report. They show how the assistant was used; they do not imply that every request was resolved.
Joining an auction, bidding steps and deposits.
Price, availability and when an auction opens.
How to list a product, property or commercial space.
Signing in, account access and contacting the platform team.
Analysing asset information and comparables to support an indicative estimate.
View projectExtracting document data and populating forms, with review before the process continues.
View projectTell us where users get stuck or which process you want to improve. Together, we define the feature, its integration and the outcome to track.