From Answers to Question Intelligence

Becoming an operating workflow

Once the foundations and clinical review workflow existed, the next step was to make EndoMind useful in a more natural way.

That became Question Intelligence.

The first version allowed me to ask a clinical question, gather relevant clinical information through a governed process and review the resulting answer inside the private workspace. It was an important transition: the project was no longer limited to preparing material and running offline comparisons. It had become an operating clinical intelligence workflow.

More than a fluent response

But the word “answer” can be misleading.

A useful clinical orientation requires more than a fluent response. Question Intelligence must understand what is being asked, decide what information may matter, examine the supporting material and preserve the connection between that material and the answer.

It brings together clinical planning, external clinical information, accepted Founder Intelligence, research tools, durable execution and clearly presented references. Each part has a different role, but the clinician should experience them as one coherent process.

One continuing clinical problem

Follow-up questions also needed to remain part of the same clinical problem. A new result should not cause the case to restart from nothing. Relevant context should remain visible while the interpretation can narrow, advance or change when new information genuinely alters the picture.

Question Intelligence gradually became the central experience within EndoMind. The private Founder workspace could combine it with clinical review and specialist teaching, while the clinician-facing product could provide the question experience without exposing those internal controls.

Keeping responsibility clear

One of the most useful decisions was to keep responsibility clear. The LLM authors the answer's clinical content, emphasis, uncertainty and conclusions after receiving the supplied information. The surrounding system provides the tools, preserves provenance, records durable state and presents the references.

Earlier versions accumulated more rules around answer structure and presentation. Testing showed that too much application control could make the product brittle and blur responsibility for the clinical content.

That boundary became central to Question Intelligence.

It is not simply a place to enter a medical question. It is where clinical planning, relevant information, specialist intelligence and an accountable record come together to support a clinician's independent review.

Dr Ryizan Nizar MD MRCPUK (Diabetes and Endocrinology)

Previous in the series: Putting Clinical Judgement Into the System.