Technical source material
Ingredient documents containing prose, tables, images and scans.

An internal document assistant for support and sales teams, with source references and highlighted details across technical material, tables, images and scans.
Adina's support and sales teams needed answers from technical cosmetic-ingredient documents. Tables, images and scans made knowledge preparation part of the problem, alongside the assistant's responses.
Ingredient documents containing prose, tables, images and scans.
Organizing the information and defining retrieval requirements with the development team.
Responses with document references, highlighted source details and document lists.
A way for support and sales staff to check where an answer came from.
Bruce led prompt engineering and project management. His work covered knowledge preparation, retrieval requirements, prompt design and coordination with the development team, connecting the assistant's responses with the underlying document workflow.
The contribution focused on finding useful answers and keeping them connected to the source material. This case study describes the internal assistant work rather than the client's public ingredient website.
Bring the users, the task and the information it depends on. We can work out a practical place to start.