Clinician alignment
How closely each model matches a clinician-reviewed treatment plan. Score out of 100 for finding the same causes, choosing the same treatments and following the clinicians' own rules; 100 is an exact match.
Functional Medicine Benchmark · results
Headline results
Diadia against the frontier average on four measures: overall match with the clinicians' plan, root causes found, treatments chosen, and clinician rules followed.
Diadia against the frontier average
Clinician alignment /100 · patient safety in % · direction noted per row
Diadia · Clinical panel knowledge built inFrontier models · Patient data only
Clinician alignment
Patient safety
| Measure | Diadia · Clinical panel knowledge built in | Frontier models · Patient data only |
|---|---|---|
| Overall match with the clinicians' plan | 78 | 47 |
| Same underlying causes identified | 89 | 60 |
| Same treatments chosen | 73 | 38 |
| Clinicians' own checklist followed | 71 | 45 |
| Measure | Diadia · Clinical panel knowledge built in | Frontier models · Patient data only |
|---|---|---|
| Premature treatments | 16% | 71% |
| Overprescribed treatments | 20% | 61% |
| Essential treatments missing | 21% | 52% |
| Dosing according to the clinicians' prescription | 70% | 45% |
| Treatments in the order of the clinicians' prescription | 84% | 57% |
Clinician alignment
Components of the overall match
Patient safety
Patient-safety measures, Diadia against the frontier
Scores are agreement with the panel of practising clinicians who reviewed and signed off each plan, computed from the treatments the plans share. Thin lines show the likely range.
© 2026 Diadia. All rights reserved.
© 2026 Diadia. All rights reserved.