Vals MedScribe (MedScribe)
We show this table for reference; we do not rank on it.
Vals AI healthcare benchmark for whether models can support doctors with administrative work.
MedScribe score on MedScribe — September 26, 2026
We mirror the published medscribe score view for MedScribe. Claude Opus 5.5 leads the public snapshot at 91.43%, followed by Claude Fable 5.1 (91.29%) and Claude Sonnet 5.5 (91.10%). We do not use these results to rank models overall.
Claude Opus 5.5
Anthropic
Claude Fable 5.1
Anthropic
Claude Sonnet 5.5
Anthropic
104 modelsAgenticCurrentDisplay onlyUpdated September 26, 2026
MedScribe score table (104 models)
ScoreHow MedScribe is shown here
BenchLM mirrors the public Vals AI MedScribe leaderboard captured from https://www.vals.ai/benchmarks/medscribe and updated by Vals on September 26, 2026. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.
MedScribe is display only on BenchLM. Vals proprietary or Vals-hosted aggregate views are useful context, but BenchLM does not use them as weighted ranking inputs or as a replacement for benchmark-native source records.
Snapshot
The published MedScribe snapshot places Claude Opus 5.5 first at 91.43%. The third row is 0.33 points behind. The broader top-10 range is 2.91 points, so many of the published results sit in a relatively narrow band.
104 models have been evaluated on MedScribe. The benchmark falls in the Agentic category. We keep external benchmark mirrors separate from the weighted global scoring system, so these results remain source-specific evidence. MedScribe is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About MedScribe
Year
2026
Tasks
Medical administrative support tasks
Format
Accuracy score
Difficulty
Professional healthcare administration
BenchLM mirrors the public Vals MedScribe leaderboard as display-only healthcare evidence.
Freshness and provenance
Version
MedScribe 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does MedScribe measure?
Vals AI healthcare benchmark for whether models can support doctors with administrative work.
Which model leads the published MedScribe snapshot?
Claude Opus 5.5 currently leads the published MedScribe snapshot with 91.43% medscribe score. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on MedScribe?
The September 26, 2026 snapshot contains 104 AI models.
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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