The answer is already written down
At a medtech or diagnostics company, a few product specialists end up answering the same questions for every rep in the field. The answers are in manuals, training decks and policies. Reps call because asking is faster than searching.
A rep in a hospital corridor needs an answer about a device or a test. It's in a manual, a training deck or a policy. The rep calls one of the two product specialists who always know, because asking is faster than searching.
Those two specialists answer the same questions for every rep in the field, and every new hire adds more calls.
Why the pilot didn't stick
Many teams have tried AI on this already. Only 5% of custom enterprise AI tools reach production (MIT NANDA, 2025, preliminary). In life sciences, 22% of leaders say they've scaled AI and 9% report significant returns (Deloitte, 2025).
Pilots tend to stall for three reasons:
- Answers don't show which document they came from, so staff can't check them.
- When the AI provider updates its model, nobody retests the answers.
- Once the people who built the pilot move on, nobody inside the company owns it.
General AI chat licenses don't solve this either. They help each person write faster, and they don't work from your manuals.
What works in the field
- Answers from your own material. The knowledge base is built from your manuals, instructions for use and policies.
- The source page with every answer. A rep can check the answer before repeating it.
- A route to a person. Questions that need a specialist still go to one.
Decide which documents count
63% of organizations don't have, or aren't sure they have, data practices ready for AI (Gartner, 2025). A knowledge base answers from whatever it's given. So the first job is agreeing which manuals, decks and policies are the approved versions.
Stay outside FDA scope
Product and clinical features need FDA review. Operations, training and commercial tools stay outside that scope, and this work sits there. Nothing in it makes a clinical or diagnostic claim.
What changes
Reps get an answer in seconds, with the page it came from. Specialists get their time back for the questions that need them. What they know stays in one place when a specialist moves on, so new reps get up to speed faster.
There's more on our pages for medtech and diagnostics teams and AI agents and automation.
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