Hey @Twijukye_Walter, thanks for sharing!
You may be interested in the AI Insights for DHIS2 app that Max linked to in the post above – it seems to do a similar analysis job, and may be useful to you!
By the way, we’re hosting a developer meetup this Thursday, 13 November, around developers using AI models in their apps – it’d be great if you joined, and you could even briefly present your experiences 
you can find more details on the meetup page: November 2025 Developer Meetup: Integrating AI Tools Into Products -- call for presentations!
Lastly, based on my (limited!) knowledge of using LLMs, to get the full conversation context with each message, you may need to send the whole conversation history along with each request so the model can process it all each time… maybe that’s what’s needed in your case
Good luck with the problem; hope to see you on Thursday!