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Choose injury mappings before active matters lock them in

You’re the product manager. Your team is in the room. Printed Oct 18, 2026.

The migration must preserve implementation speed without cementing unreliable injury facts into active matters.

Fast access to structured case intelligence pulls against source-level confidence in the entities attorneys will rely on.

Who you’d be doing this for

“I opened two matters this morning and the same injury showed up under different labels.”

Jiri Stanescu · Personal-Injury Attorney

Reviews migrated medical facts before using them in active claims preparation.

What is at stake

Conflicting injury entities are appearing across matters headed into a permanent migration. You must weigh a firm’s implementation deadline against source-level trust in facts attorneys will use.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • implementation speed vs source-level accuracy
  • aggregate evaluation gains vs concentrated entity errors
  • active-matter access vs reversible learning
  • operator containment vs platform correctness

Why EvenUp

Piai turns medical records into structured claims intelligence, so a wrong entity definition can travel into demand, negotiation, and litigation work.

Written with these in mind

technical AI product managerdata platform product managerworkflow product leader

Not your kind of problem? 15 more at EvenUp, or browse every organization.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.