Benchmark profile
Vals MedScribe (MedScribe)
Vals AI healthcare benchmark for whether models can support doctors with administrative work.
Data verifiedHow BenchLM shows MedScribe
BenchLM mirrors the public Vals AI MedScribe leaderboard captured from https://www.vals.ai/benchmarks/medscribe and updated by Vals on July 23, 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.
MedScribe score on MedScribe — July 23, 2026
BenchLM mirrors the published medscribe score view for MedScribe. Claude Opus 5 leads the public snapshot at 90.98% , followed by Muse Spark 1.1 (88.89%) and Claude Fable 5 (88.52%). BenchLM does not use these results to rank models overall.
Claude Opus 5
Anthropic
anthropic/claude-opus-5
Muse Spark 1.1
Meta
meta/muse_spark_1_1
Claude Fable 5
Anthropic
anthropic/claude-fable-5
MedScribe score table (75 models)
ScoreThe published MedScribe snapshot places Claude Opus 5 first at 90.98%. The third row is 2.46 points behind. The broader top-10 range is 4.86 points, so many of the published results sit in a relatively narrow band.
75 models have been evaluated on MedScribe. The benchmark falls in the External benchmark mirrors 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.
BenchLM freshness & 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.
FAQ
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 currently leads the published MedScribe snapshot with 90.98% medscribe score. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on MedScribe?
75 AI models are included in BenchLM's mirrored MedScribe snapshot, based on the public leaderboard captured on July 23, 2026.
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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