MedScribe
Models write SOAP notes from clinical visit transcripts. Notes are graded against expert gold-standard rubrics for required content and section structure.
Transcripts are synthetic, generated with NoteChat from real de-identified notes. Experts could not tell them from real ones. 109 models on October 29th, 2026.
- Made by
- Vals AI (data partner Protege)
- Released
- February 2026
- Kind
- Medicine
- Level
- Expert
- Scored
- Graded by a model
- Answers
- Open-ended
- Tasks
- Kept private
- Strongest model tested
- GPT-6 Astra #3 on the capability index
- Last model added
- October 2026
- Scores refreshed
- November 12th, 2026
Claude Opus 5.5 leads with 91.4%
Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Every run is in the next chart. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.
- 91.4 Claude Opus 5.5
- 91.3 Claude Fable 5.1
- 91.1 Claude Sonnet 5.5
- 91.0 Claude Opus 5
- 90.1
Muse Spark 1.2
- 89.5 Claude Haiku 5.5
- 89.4 Grok 4.7
- 89.3
Muse Wonder Full
- 88.9 GLM-5.3-Flash
- 88.9
Muse Spark 1.1
- 88.8 GLM-5.3
- 88.5 Claude Fable 5
- 88.3 MiMo-V2.6 Pro
- 88.1 GPT-5.1
- 88.0 Kimi K3
- 87.9 GPT-6 Astra
- 87.4
Gemini 4 Argon
- 87.3
MiniMax-M3
- 86.9 Grok 4.5
- 86.9 GPT-5.5
- 86.7 Claude Opus 4.6
- 86.5 Grok 4.6
- 86.5 GPT-6.1 Sol
- 85.9
Muse Spark
- 85.8 Claude Opus 4.8
- 85.5
DeepSeek V4.1 Flash
- 85.4
Inkling
- 85.3 Claude Opus 4.5
- 85.3 MiMo-V2.6 Flash
- 85.2 Claude Haiku 4.5
- 85.2 GPT-5.6 Sol
- 85.0
Qwen 3.8 Max
- 84.5 Claude Sonnet 4.5
- 84.5
Gemini 3.8 Flash
- 84.4 GPT-5.2
- 84.4 GPT-5.6 Luna
- 84.1
Inkling-Small
- 83.9
Gemini 3.7 Flash
- 83.8
Qwen 3.8 27B
- 83.7 MiMo-V2.5-Pro
- 83.7 GPT-6 Luna
- 83.7 GPT-5
- 83.6
Tencent Hy4 preview
- 83.5 GLM-5.2
- 83.0
Gemini 2.5 Flash
- 83.0 Claude Opus 4.7
- 82.9 GPT-5.6 Terra
- 82.0 GPT-6 Sol
- 81.6 Grok 4 Fast
- 80.9
Ling-3.0-flash
- 80.8
MiniMax-M2.1
- 80.6 GPT-5 mini
- 80.4
Mistral Large 4 Preview
- 80.4
DeepSeek V4 Flash 0731
- 80.2
DeepSeek V4 Pro 0813
- 79.9
MiniMax-M2.7
- 79.7
Gemini 3.6 Flash
- 79.4
Qwen3.7-Max
- 78.7 Grok 4.1 Fast
- 78.5
Gemini 2.5 Flash
- 78.2 Grok 4
- 78.2 Kimi K2.6
- 77.5 GPT-5.4
- 77.1
Qwen3-VL-Plus
- 77.1 GPT-5.4 Nano
- 77.0
Qwen 3.6 Plus
- 76.7 o3
- 76.6
Gemini 3.5 Flash
- 76.4 Kimi K2.5
- 76.1
Gemini 3.1 Pro
- 76.0 Claude Sonnet 5
- 75.8
Gemini 2.5 Flash-Lite
- 75.6
Ling-3.0-flash-Fin
- 75.1
DeepSeek-V4-Pro
- 74.4 Grok 4.3
- 73.9 Claude Opus 4.1
- 73.5 Gemini 2.5 Pro (snapshot unspecified)
- 72.9 GPT-5 nano
- 72.7
Qwen3-Max
- 72.4 Claude Sonnet 4
- 72.3 GLM-5.1
- 72.2 MiMo-V2.5
- 72.0
Gemini 3 Pro
- 70.9
Gemini 3.5 Flash-Lite
- 70.6
Qwen 3.5 Flash (hosted 35B-A3B)
- 69.9
Gemini 3 Flash
- 69.1 o4-mini
- 68.6 GLM-4.7
- 67.7
Mistral Medium 3.5
- 65.9
Laguna M.1
- 63.9
Gemini 3.1 Flash-Lite
- 63.4 Grok 4.20
- 61.4
Laguna XS.2
- 55.7
Command A+
- 55.1 Mercury 2.5
- 54.2
Llama 4 Maverick
- 50.6
Llama 4 Scout
- 4.27
Nemotron 3.5 Lightning 30B-A3B
- 1 Claude Opus 5.5 91.4%
- 2 Claude Fable 5.1 91.3%
- 3 Claude Sonnet 5.5 91.1%
- 4 Claude Opus 5 91%
- 5
Muse Spark 1.2 90.1%
- 6 Claude Haiku 5.5 89.5%
- 7 Grok 4.7 89.4%
- 8
Muse Wonder Full 89.3%
- 9 GLM-5.3-Flash 88.9%
- 10
Muse Spark 1.1 88.9%
- 11 GLM-5.3 88.8%
- 12 Claude Fable 5 88.5%
- 13 MiMo-V2.6 Pro 88.3%
- 14 GPT-5.1 88.1%
- 15 Kimi K3 88%
- 16 GPT-6 Astra 87.9%
- 17
Gemini 4 Argon 87.4%
- 18
MiniMax-M3 87.3%
- 19 Grok 4.5 86.9%
- 20 GPT-5.5 86.9%
- 21 Claude Opus 4.6 non-thinking 86.7%
- 22 Grok 4.6 86.5%
- 23 GPT-6.1 Sol 86.5%
- 24
Muse Spark 85.9%
- 25 Claude Opus 4.8 85.8%
- 26
DeepSeek V4.1 Flash 85.5%
- 27
Inkling 85.4%
- 28 Claude Opus 4.5 thinking 85.3%
- 29 MiMo-V2.6 Flash 85.3%
- 30 Claude Haiku 4.5 thinking 85.2%
- 31 GPT-5.6 Sol 85.2%
- 32
Qwen 3.8 Max 85%
- 33 Claude Sonnet 4.5 non-thinking 84.5%
- 34
Gemini 3.8 Flash 84.5%
- 35 GPT-5.2 84.4%
- 36 GPT-5.6 Luna 84.4%
- 37
Inkling-Small 84.1%
- 38
Gemini 3.7 Flash 83.9%
- 39
Qwen 3.8 27B 83.8%
- 40 MiMo-V2.5-Pro 83.7%
- 41 GPT-6 Luna 83.7%
- 42 GPT-5 83.7%
- 43
Tencent Hy4 preview 83.6%
- 44 GLM-5.2 83.5%
- 45
Gemini 2.5 Flash Jun 2025, thinking 83%
- 46 Claude Opus 4.7 83%
- 47 GPT-5.6 Terra 82.9%
- 48 GPT-6 Sol 82%
- 49 Grok 4 Fast reasoning 81.6%
- 50
Ling-3.0-flash 80.9%
- 51
MiniMax-M2.1 80.8%
- 52 GPT-5 mini 80.6%
- 53
Mistral Large 4 Preview 80.4%
- 54
DeepSeek V4 Flash 0731 80.4%
- 55
DeepSeek V4 Pro 0813 80.2%
- 56
MiniMax-M2.7 79.9%
- 57
Gemini 3.6 Flash 79.7%
- 58
Qwen3.7-Max 79.4%
- 59 Grok 4.1 Fast reasoning 78.7%
- 60
Gemini 2.5 Flash Sep 2025, thinking 78.5%
- 61 Grok 4 78.2%
- 62 Kimi K2.6 78.2%
- 63 GPT-5.4 xhigh 77.5%
- 64
Qwen3-VL-Plus 77.1%
- 65 GPT-5.4 Nano 77.1%
- 66
Qwen 3.6 Plus 77%
- 67 o3 76.7%
- 68
Gemini 3.5 Flash 76.6%
- 69 Kimi K2.5 thinking 76.4%
- 70
Gemini 3.1 Pro 76.1%
- 71 Claude Sonnet 5 76%
- 72
Gemini 2.5 Flash-Lite Sep 2025, non-thinking 75.8%
- 73
Ling-3.0-flash-Fin 75.6%
- 74
DeepSeek-V4-Pro 75.1%
- 75 Grok 4.3 74.4%
- 76 Claude Opus 4.1 thinking 73.9%
- 77 Gemini 2.5 Pro (snapshot unspecified) 73.5%
- 78 GPT-5 nano 72.9%
- 79
Qwen3-Max 72.7%
- 80 Claude Sonnet 4 non-thinking 72.4%
- 81 GLM-5.1 72.3%
- 82 MiMo-V2.5 72.2%
- 83
Gemini 3 Pro 72%
- 84
Gemini 3.5 Flash-Lite 70.9%
- 85
Qwen 3.5 Flash (hosted 35B-A3B) 70.6%
- 86
Gemini 3 Flash 69.9%
- 87 o4-mini 69.1%
- 88 GLM-4.7 68.6%
- 89
Mistral Medium 3.5 67.7%
- 90
Laguna M.1 65.9%
- 91
Gemini 3.1 Flash-Lite 63.9%
- 92 Grok 4.20 reasoning 63.4%
- 93
Laguna XS.2 61.4%
- 94
Command A+ 55.7%
- 95 Mercury 2.5 55.1%
- 96
Llama 4 Maverick 54.2%
- 97
Llama 4 Scout 50.6%
- 98
Nemotron 3.5 Lightning 30B-A3B 4.27%
Source: Official MedScribe leaderboard
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 | 91.4% | Sep 2026 | Official leaderboard | |
| 2 | Claude Fable 5.1 | 91.3% | Sep 2026 | Official leaderboard | |
| 3 | Claude Sonnet 5.5 | 91.1% | Sep 2026 | Official leaderboard | |
| 4 | Claude Opus 5 | 91% | Jul 2026 | Official leaderboard | |
| 5 | | 90.1% | Aug 2026 | Official leaderboard | |
| 6 | Claude Haiku 5.5 | 89.5% | Oct 2026 | Official leaderboard | |
| 7 | Grok 4.7 | 89.4% | Sep 2026 | Official leaderboard | |
| 8 | | 89.3% | Oct 2026 | Official leaderboard | |
| 9 | GLM-5.3-Flash | 88.9% | Aug 2026 | Official leaderboard | |
| 10 | | 88.9% | Jul 2026 | Official leaderboard | |
| 11 | GLM-5.3 | 88.8% | Aug 2026 | Official leaderboard | |
| 12 | Claude Fable 5 | 88.5% | Jun 2026 | Official leaderboard | |
| 13 | MiMo-V2.6 Pro | 88.3% | Sep 2026 | Official leaderboard | |
| 14 | GPT-5.1 | 88.1% | Nov 2025 | Official leaderboard | |
| 15 | Kimi K3 | 88% | Jul 2026 | Official leaderboard | |
| 16 | GPT-6 Astra | 87.9% | Sep 2026 | Official leaderboard | |
| 17 | | 87.4% | Sep 2026 | Official leaderboard | |
| 18 | | 87.3% | Jun 2026 | Official leaderboard | |
| 19 | Grok 4.5 | 86.9% | Jul 2026 | Official leaderboard | |
| 20 | GPT-5.5 | 86.9% | Apr 2026 | Official leaderboard | |
| 21 | Claude Opus 4.6 | 86.7% | non-thinking | Feb 2026 | Official leaderboard |
| 22 | Grok 4.6 | 86.5% | Aug 2026 | Official leaderboard | |
| 23 | GPT-6.1 Sol | 86.5% | Sep 2026 | Official leaderboard | |
| 24 | | 85.9% | Apr 2026 | Official leaderboard | |
| 25 | Claude Opus 4.8 | 85.8% | May 2026 | Official leaderboard | |
| 26 | | 85.5% | Sep 2026 | Official leaderboard | |
| 27 | | 85.4% | Jul 2026 | Official leaderboard | |
| 28 | Claude Opus 4.5 | 85.3% | thinking | Nov 2025 | Official leaderboard |
| 29 | MiMo-V2.6 Flash | 85.3% | Sep 2026 | Official leaderboard | |
| 30 | Claude Haiku 4.5 | 85.2% | thinking | Oct 2025 | Official leaderboard |
| 31 | GPT-5.6 Sol | 85.2% | Jul 2026 | Official leaderboard | |
| 32 | | 85% | Aug 2026 | Official leaderboard | |
| 33 | Claude Sonnet 4.5 | 84.5% | non-thinking | Sep 2025 | Official leaderboard |
| 34 | | 84.5% | Sep 2026 | Official leaderboard | |
| 35 | GPT-5.2 | 84.4% | Dec 2025 | Official leaderboard | |
| 36 | GPT-5.6 Luna | 84.4% | Jul 2026 | Official leaderboard | |
| 37 | | 84.1% | Jul 2026 | Official leaderboard | |
| 38 | | 83.9% | Aug 2026 | Official leaderboard | |
| 39 | | 83.8% | Aug 2026 | Official leaderboard | |
| 40 | MiMo-V2.5-Pro | 83.7% | Apr 2026 | Official leaderboard | |
| 41 | GPT-6 Luna | 83.7% | Sep 2026 | Official leaderboard | |
| 42 | GPT-5 | 83.7% | Aug 2025 | Official leaderboard | |
| 43 | | 83.6% | Aug 2026 | Official leaderboard | |
| 44 | GLM-5.2 | 83.5% | Jun 2026 | Official leaderboard | |
| 45 | | 83% | thinking | Jun 2025 | Official leaderboard |
| 46 | Claude Opus 4.7 | 83% | Apr 2026 | Official leaderboard | |
| 47 | GPT-5.6 Terra | 82.9% | Jul 2026 | Official leaderboard | |
| 48 | GPT-6 Sol | 82% | Sep 2026 | Official leaderboard | |
| 49 | Grok 4 Fast | 81.6% | reasoning | Sep 2025 | Official leaderboard |
| 50 | | 80.9% | Aug 2026 | Official leaderboard | |
| 51 | | 80.8% | Dec 2025 | Official leaderboard | |
| 52 | GPT-5 mini | 80.6% | Aug 2025 | Official leaderboard | |
| 53 | | 80.4% | Oct 2026 | Official leaderboard | |
| 54 | | 80.4% | Jul 2026 | Official leaderboard | |
| 55 | | 80.2% | Aug 2026 | Official leaderboard | |
| 56 | | 79.9% | Mar 2026 | Official leaderboard | |
| 57 | | 79.7% | Jul 2026 | Official leaderboard | |
| 58 | | 79.4% | May 2026 | Official leaderboard | |
| 59 | Grok 4.1 Fast | 78.7% | reasoning | Nov 2025 | Official leaderboard |
| 60 | | 78.5% | thinking | Sep 2025 | Official leaderboard |
| 61 | Grok 4 | 78.2% | Jul 2025 | Official leaderboard | |
| 62 | Kimi K2.6 | 78.2% | Apr 2026 | Official leaderboard | |
| 63 | GPT-5.4 | 77.5% | xhigh | Mar 2026 | Official leaderboard |
| 64 | | 77.1% | Sep 2025 | Official leaderboard | |
| 65 | GPT-5.4 Nano | 77.1% | Mar 2026 | Official leaderboard | |
| 66 | | 77% | Mar 2026 | Official leaderboard | |
| 67 | o3 | 76.7% | Apr 2025 | Official leaderboard | |
| 68 | | 76.6% | May 2026 | Official leaderboard | |
| 69 | Kimi K2.5 | 76.4% | thinking | Jan 2026 | Official leaderboard |
| 70 | | 76.1% | Feb 2026 | Official leaderboard | |
| 71 | Claude Sonnet 5 | 76% | Jun 2026 | Official leaderboard | |
| 72 | | 75.8% | non-thinking | Sep 2025 | Official leaderboard |
| 73 | | 75.6% | Sep 2026 | Official leaderboard | |
| 74 | | 75.1% | Apr 2026 | Official leaderboard | |
| 75 | Grok 4.3 | 74.4% | Apr 2026 | Official leaderboard | |
| 76 | Claude Opus 4.1 | 73.9% | thinking | Aug 2025 | Official leaderboard |
| 77 | Gemini 2.5 Pro (snapshot unspecified) | 73.5% | Official leaderboard | ||
| 78 | GPT-5 nano | 72.9% | Aug 2025 | Official leaderboard | |
| 79 | | 72.7% | Sep 2025 | Official leaderboard | |
| 80 | Claude Sonnet 4 | 72.4% | non-thinking | May 2025 | Official leaderboard |
| 81 | GLM-5.1 | 72.3% | Apr 2026 | Official leaderboard | |
| 82 | MiMo-V2.5 | 72.2% | Apr 2026 | Official leaderboard | |
| 83 | | 72% | Nov 2025 | Official leaderboard | |
| 84 | | 70.9% | Jul 2026 | Official leaderboard | |
| 85 | | 70.6% | Feb 2026 | Official leaderboard | |
| 86 | | 69.9% | Dec 2025 | Official leaderboard | |
| 87 | o4-mini | 69.1% | Apr 2025 | Official leaderboard | |
| 88 | GLM-4.7 | 68.6% | Dec 2025 | Official leaderboard | |
| 89 | | 67.7% | Apr 2026 | Official leaderboard | |
| 90 | | 65.9% | Apr 2026 | Official leaderboard | |
| 91 | | 63.9% | Mar 2026 | Official leaderboard | |
| 92 | Grok 4.20 | 63.4% | reasoning | Feb 2026 | Official leaderboard |
| 93 | | 61.4% | Apr 2026 | Official leaderboard | |
| 94 | | 55.7% | May 2026 | Official leaderboard | |
| 95 | Mercury 2.5 | 55.1% | Sep 2026 | Official leaderboard | |
| 96 | | 54.2% | Apr 2025 | Official leaderboard | |
| 97 | | 50.6% | Apr 2025 | Official leaderboard | |
| 98 | | 4.27% | Aug 2026 | Official leaderboard |
The best score, 91.4%, costs $1.15 a task
Runs on the cost frontier score higher than any run that's cheaper. GLM-5.3-Flash comes within 2.5 points of the best for $0.002 a task, 516 times cheaper. The costs are the leaderboard's own estimates, so compare them only within this benchmark.
Source: Official MedScribe leaderboard
| Model | Effort | Harness | Score | Cost per task | Output tokens |
|---|---|---|---|---|---|
| Claude Opus 5.5 | 91.4% | $1.15 | 55,678 | ||
| Claude Fable 5.1 | 91.3% | $0.96 | 17,526 | ||
| Claude Sonnet 5.5 | 91.1% | $0.51 | 48,901 | ||
| Claude Opus 5 | 91% | $0.24 | 7,058 | ||
| | 90.1% | $0.04 | 7,429 | ||
| Claude Haiku 5.5 | 89.5% | $0.04 | |||
| Grok 4.7 | 89.4% | $0.07 | 10,290 | ||
| | 89.3% | $0.19 | |||
| GLM-5.3-Flash | 88.9% | $0.002 | 7,224 | ||
| | 88.9% | $0.03 | 7,612 | ||
| GLM-5.3 | 88.8% | $0.06 | 11,084 | ||
| Claude Fable 5 | 88.5% | $0.58 | 9,340 | ||
| MiMo-V2.6 Pro | 88.3% | $0.01 | 8,187 | ||
| GPT-5.1 | 88.1% | $0.10 | 9,076 | ||
| Kimi K3 | 88% | $0.11 | 6,838 | ||
| GPT-6 Astra | 87.9% | $0.58 | 10,713 | ||
| | 87.4% | $0.15 | 6,040 | ||
| | 87.3% | $0.01 | 4,443 | ||
| Grok 4.5 | 86.9% | $0.03 | 3,869 | ||
| GPT-5.5 | 86.9% | $0.14 | 7,093 | ||
| Claude Opus 4.6 | non-thinking | 86.7% | $0.12 | 2,877 | |
| Grok 4.6 | 86.5% | $0.04 | 4,176 | ||
| GPT-6.1 Sol | 86.5% | $0.10 | 8,993 | ||
| Claude Opus 4.6 | thinking | 86.1% | $0.22 | 7,347 | |
| | 85.9% | $0.008 | 11,262 | ||
| Claude Opus 4.8 | 85.8% | $0.26 | 7,943 | ||
| | 85.5% | $0.02 | 11,656 | ||
| | 85.4% | $0.17 | 15,762 | ||
| Claude Opus 4.5 | thinking | 85.3% | $0.41 | 3,769 | |
| MiMo-V2.6 Flash | 85.3% | $0.002 | 4,629 | ||
| Claude Haiku 4.5 | thinking | 85.2% | $0.04 | 6,740 | |
| GPT-5.6 Sol | 85.2% | $0.28 | 8,205 | ||
| | 85% | $0.09 | 12,739 | ||
| Claude Sonnet 4.5 | non-thinking | 84.5% | $0.05 | 2,379 | |
| | 84.5% | $0.03 | 9,932 | ||
| GPT-5.2 | 84.4% | $0.12 | 7,677 | ||
| GPT-5.6 Luna | 84.4% | $0.02 | 17,993 | ||
| | 84.1% | $0.02 | 14,674 | ||
| Claude Sonnet 4.5 | thinking | 84.1% | $0.08 | 4,214 | |
| | 83.9% | $0.06 | 6,513 | ||
| | 83.8% | $0.05 | 14,479 | ||
| MiMo-V2.5-Pro | 83.7% | $0.006 | 4,228 | ||
| GPT-6 Luna | 83.7% | $0.01 | 18,016 | ||
| GPT-5 | 83.7% | $0.10 | 9,567 | ||
| | 83.6% | $0.05 | 19,667 | ||
| GLM-5.2 | 83.5% | $0.04 | 8,514 | ||
| Claude Opus 4.5 | non-thinking | 83.3% | $0.28 | 2,027 | |
| | thinking | 83% | $0.01 | 5,152 | |
| Claude Opus 4.7 | 83% | $0.18 | 5,139 | ||
| | non-thinking | 82.9% | $0.01 | 5,239 | |
| GPT-5.6 Terra | 82.9% | $0.06 | 4,198 | ||
| GPT-6 Sol | 82% | $0.08 | 7,207 | ||
| Grok 4 Fast | reasoning | 81.6% | $0.003 | 2,947 | |
| | 80.9% | $0.001 | 4,397 | ||
| | 80.8% | $0.005 | 2,845 | ||
| GPT-5 mini | 80.6% | $0.03 | 16,140 | ||
| | 80.4% | $0.02 | 10,452 | ||
| | 80.4% | $0.01 | 8,688 | ||
| | 80.2% | $0.04 | 8,885 | ||
| | 79.9% | $0.005 | 2,876 | ||
| Grok 4 Fast | non-reasoning | 79.7% | $0.002 | 1,998 | |
| | 79.7% | $0.07 | 8,438 | ||
| | 79.4% | $0.07 | 7,025 | ||
| Grok 4.1 Fast | reasoning | 78.7% | $0.002 | 2,485 | |
| | thinking | 78.5% | $0.01 | 5,102 | |
| Grok 4 | 78.2% | $0.06 | 3,175 | ||
| Kimi K2.6 | 78.2% | $0.06 | 12,703 | ||
| | non-thinking | 78% | $0.01 | 4,998 | |
| GPT-5.4 | xhigh | 77.5% | $0.64 | 22,021 | |
| Grok 4.1 Fast | non-reasoning | 77.5% | $0.002 | 1,296 | |
| | 77.1% | $0.02 | 2,102 | ||
| GPT-5.4 Nano | 77.1% | $0.002 | 3,824 | ||
| | 77% | $0.03 | 8,672 | ||
| o3 | 76.7% | $0.04 | 3,758 | ||
| | 76.6% | $0.17 | 12,763 | ||
| Kimi K2.5 | thinking | 76.4% | $0.02 | 7,347 | |
| | 76.1% | $0.10 | 7,064 | ||
| Claude Sonnet 5 | 76% | $0.43 | 26,809 | ||
| | non-thinking | 75.8% | $0.001 | 1,828 | |
| | 75.6% | $0.002 | 6,804 | ||
| | 75.1% | $0.05 | 11,558 | ||
| Grok 4.3 | 74.4% | $0.02 | 5,286 | ||
| Claude Opus 4.1 | thinking | 73.9% | $0.26 | 2,241 | |
| GPT-5 nano | 72.9% | $0.007 | 16,804 | ||
| | non-thinking | 72.8% | $0.001 | 1,417 | |
| | 72.7% | $0.09 | 12,953 | ||
| Claude Sonnet 4 | non-thinking | 72.4% | $0.04 | 1,334 | |
| GLM-5.1 | 72.3% | $0.02 | 5,888 | ||
| MiMo-V2.5 | 72.2% | $0.001 | 2,107 | ||
| | 72% | $0.06 | 3,998 | ||
| Claude Opus 4.1 | non-thinking | 71.8% | $0.19 | 1,232 | |
| | 70.9% | $0.02 | 7,155 | ||
| | 70.6% | $0.004 | 9,425 | ||
| | 69.9% | $0.01 | 3,694 | ||
| Claude Sonnet 4 | thinking | 69.3% | $0.05 | 2,304 | |
| o4-mini | 69.1% | $0.04 | 8,004 | ||
| GLM-4.7 | 68.6% | $0.02 | 7,310 | ||
| | 67.7% | $0.16 | 19,746 | ||
| | thinking | 66.9% | $0.003 | 4,914 | |
| | 65.9% | $0.002 | 2,495 | ||
| | 63.9% | $0.002 | 3,839 | ||
| Grok 4.20 | reasoning | 63.4% | $0.03 | 3,520 | |
| | 61.4% | $0.001 | 2,733 | ||
| | 55.7% | $0.14 | 12,551 | ||
| Mercury 2.5 | 55.1% | $0.004 | 4,369 | ||
| | 54.2% | $0.002 | 952 | ||
| | 50.6% | $0.002 | 1,016 | ||
| | 4.27% | $0.006 | 29,686 |
6 models have held number one on the official leaderboard since its release in February 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official MedScribe leaderboard
Claude Haiku 4.5 on the official leaderboard passed 85% in October 2025
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official MedScribe leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
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- MedXpertQA-MM In use Models answer expert-level medical exam questions that combine images with clinical records and test results. Scoring is accuracy.
Qwen 3.8 Max 80.4%
- HealthBench Professional In use 525 physician-authored tasks from real clinician chats (care consult, documentation, research) with physician-adjudicated rubrics. Claude Sonnet 5.5 69.2%
- HealthBench In use 5,000 realistic health conversations graded against physician-written rubrics. A length-adjusted variant penalizes verbosity. GPT-5 67.2%
- FinSearchComp In use Agents search the web to fetch live financial data, look up history, and run multi-step investigations, across 635 expert-written questions. Scored by answer accuracy.
Ling-3.1-flash 81.7%
- KBL In use Models answer Korean legal knowledge and reasoning tasks and Korean bar exam questions. It has 7 knowledge tasks, 4 reasoning tasks and 2,510 bar exam items.
Solar Pro 4 77.5%
- KorMedMCQA In use Models answer 7,469 multiple-choice questions from Korean licensing exams for doctors, nurses, pharmacists and dentists, held from 2012 to 2024.
Solar Pro 4 93.2%