The client asked for a chatbot. We built a fancy PDF viewer instead
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Ranked by a public rubric, not by votes: what a comment adds counts, not who wrote it. How comments are ranked · Comment rules
Summary
The team at Ingram built a PDF viewer rather than the requested chatbot for Belgian paediatric oncologists, who must check trial protocols of 50 to 415 pages. Their pipeline extracts each protocol into a structured, versioned spec, with model-labelled sections and code-copied verbatim text checked against the page.