Professional work benchmarks

Evaluate legal, financial, healthcare, and other specialist work. Check each task's domain, required expertise, and scoring method when interpreting model performance.

Published

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax96.18%
  2. 2Gemini 4 ArgonHigh94.55%
  3. 3Claude Sonnet 5.5Max94%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh96.32%
  2. 2Muse WonderMax96.14%
  3. 3DeepSeek V4.1 Flash 1017Max94.49%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh98.4%
  2. 2Muse WonderMax97.15%
  3. 3Claude Sonnet 5.5Max96.62%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax96.41%
  2. 2Gemini 4 ArgonHigh96.22%
  3. 3DeepSeek V4.1 Flash 1017Max94.82%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh96.24%
  2. 2Muse WonderMax95.11%
  3. 3Gemini 3.8 FlashHigh94.17%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax97.23%
  2. 2Gemini 4 ArgonHigh97.09%
  3. 3GPT-6.1 SolMax96.21%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax94.19%
  2. 2Gemini 4 ArgonHigh94.03%
  3. 3Claude Sonnet 5.5Max93.55%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh94.82%
  2. 2Muse WonderMax92.48%
  3. 3MiMo-V2.6-Pro91.47%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax96.18%
  2. 2Gemini 4 ArgonHigh95.99%
  3. 3DeepSeek V4.1 Flash 1017Max95.42%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax96.97%
  2. 2Gemini 4 ArgonHigh95.46%
  3. 3Gemini 3.8 FlashHigh91.92%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh50%
  2. 2MiMo-V2.6-Pro40%
  3. 3Claude Opus 5.5Max30%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax40%
  2. 2Gemini 3.8 FlashHigh30%
  3. 3GPT-6 AstraMax20%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax0%
  2. 2Claude Sonnet 5.5Max0%
  3. 3Gemini 3.8 FlashHigh0%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax70%
  2. 2Claude Opus 5.5Max50%
  3. 3DeepSeek V4 Pro 0813Max40%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax20%
  2. 2Gemini 4 ArgonHigh20%
  3. 3GPT-6.1 SolMax0%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh60%
  2. 2DeepSeek V4.1 Flash 1017Max40%
  3. 3MiMo-V2.6-Flash30%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh60%
  2. 2MiMo-V2.6-Pro40%
  3. 3DeepSeek V4.1 Flash 1017Max30%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax40%
  2. 2DeepSeek V4 Pro 0813Max20%
  3. 3Claude Sonnet 5.5Max20%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax30%
  2. 2Gemini 4 ArgonHigh20%
  3. 3GPT-6 AstraMax10%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh40%
  2. 2Claude Sonnet 5.5Max30%
  3. 3Gemini 3.8 FlashHigh30%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax30%
  2. 2Gemini 3.8 FlashHigh20%
  3. 3Gemini 4 ArgonHigh10%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1DeepSeek V4.1 Flash 1017Max20%
  2. 2DeepSeek V4 Pro 0813Max20%
  3. 3MiMo-V2.6-Flash20%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh27.08%
  2. 2Muse WonderMax23.75%
  3. 3DeepSeek V4.1 Flash 1017Max14.17%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1GPT-6.1 SolMax30%
  2. 2Muse WonderMax30%
  3. 3Claude Haiku 5.5Max20%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh30%
  2. 2Claude Sonnet 5.5Max30%
  3. 3DeepSeek V4.1 Flash 1017Max20%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh20%
  2. 2MiMo-V2.6-Flash10%
  3. 3Gemini 3.8 FlashHigh10%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh30%
  2. 2Gemini 3.8 FlashHigh30%
  3. 3MiMo-V2.6-Pro30%
View details →

Updated:

Models tested: 14

Tests an agent's ability to complete legal work using documents, spreadsheets, presentations, and file-system tools

Top models · Vals AI

Latest result per model · 1.1

  1. 1Muse WonderMax20%
  2. 2GPT-6.1 SolMax0%
  3. 3Gemini 3.8 FlashHigh0%
View details →

Updated:

Models tested: 44

Evaluating language models on a wide range of open source legal reasoning tasks.

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5.1Max92.51%
  2. 2Claude Fable 5Max91.78%
  3. 3Claude Opus 5Max91.56%
View details →

Updated:

Models tested: 44

Evaluating language models on a wide range of open source legal reasoning tasks.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.5 FlashHigh88.68%
  2. 2Claude Fable 5.1Max86.9%
  3. 3Claude Fable 5Max86.86%
View details →

Updated:

Models tested: 44

Evaluating language models on a wide range of open source legal reasoning tasks.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 4 ArgonHigh92.94%
  2. 2Claude Fable 5.1Max92.72%
  3. 3Gemini 3.7 FlashHigh92.15%
View details →

Updated:

Models tested: 44

Evaluating language models on a wide range of open source legal reasoning tasks.

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5Max88.56%
  2. 2Claude Fable 5.1Max88.51%
  3. 3Gemini 4 ArgonHigh88.3%
View details →

Updated:

Models tested: 44

Evaluating language models on a wide range of open source legal reasoning tasks.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh84.14%
  2. 2Gemini 3 Flash PreviewHigh83.87%
  3. 3Claude Fable 5Max83.77%
View details →

Updated:

Models tested: 44

Evaluating language models on a wide range of open source legal reasoning tasks.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 4 ArgonHigh90.77%
  2. 2Claude Fable 5Max88.33%
  3. 3Gemini 3.1 Pro PreviewHigh88.29%
View details →

Updated:

Models tested: 26

Realistic legal reasoning tasks graded against detailed expert-written criteria for professional work.

Top models · scale

Latest result per model · Version not reported

  1. 1Muse Spark 1.361.56 source score
  2. 2Muse Spark Open59.76 source score
  3. 3Muse Spark 1.157.05 source score
View details →

Updated:

Models tested: 40

A Vals-created set of questions and responses to tax questions

Top models · Vals AI

Latest result per model · 2

  1. 1Muse Spark 1.2Extra high68.03%
  2. 2Muse Spark 1.1Extra high66.89%
  3. 3GPT-5.6 LunaMax66.56%
View details →

Updated:

Models tested: 40

A Vals-created set of questions and responses to tax questions

Top models · Vals AI

Latest result per model · 2

  1. 1Muse Spark 1.2Extra high80.38%
  2. 2Muse Spark 1.1Extra high79.72%
  3. 3Claude Sonnet 4.6Max77.11%
View details →

Updated:

Models tested: 40

A Vals-created set of questions and responses to tax questions

Top models · Vals AI

Latest result per model · 2

  1. 1Muse Spark 1.2Extra high92.72%
  2. 2Muse Spark 1.1Extra high92.56%
  3. 3Claude Sonnet 4.6Max88.39%
View details →

Updated:

Models tested: 39

A private benchmark evaluating understanding of long-context credit agreements

Top models · Vals AI

Latest result per model · 2

  1. 1Claude Opus 568.65%
  2. 2Gemini 3 Flash PreviewHigh68.07%
  3. 3Claude Fable 5Max66.9%
View details →

Updated:

Models tested: 39

A private benchmark evaluating understanding of long-context credit agreements

Top models · Vals AI

Latest result per model · 2

  1. 1Claude Fable 5Max77.04%
  2. 2Claude Opus 575.99%
  3. 3Muse Spark 1.1Extra high74.36%
View details →

Updated:

Models tested: 39

A private benchmark evaluating understanding of long-context credit agreements

Top models · Vals AI

Latest result per model · 2

  1. 1Claude Opus 573.19%
  2. 2Claude Fable 5Max71.83%
  3. 3Muse Spark 1.1Extra high71.29%
View details →

Updated:

Models tested: 39

A private benchmark evaluating understanding of long-context credit agreements

Top models · Vals AI

Latest result per model · 2

  1. 1Claude Opus 574.94%
  2. 2Muse Spark 1.1Extra high73.08%
  3. 3Muse Spark 1.2Extra high72.73%
View details →

Updated:

Models tested: 31

Evaluating reading and understanding tax certificates as images

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 581.4%
  2. 2Claude Opus 4.8Max79.73%
  3. 3Claude Opus 4.7Max78.7%
View details →

Updated:

Models tested: 31

Evaluating reading and understanding tax certificates as images

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 572.06%
  2. 2Claude Fable 5.1Max70.79%
  3. 3Claude Opus 4.7Max70.27%
View details →

Updated:

Models tested: 31

Evaluating reading and understanding tax certificates as images

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5.1Max63.99%
  2. 2Claude Opus 562.72%
  3. 3Gemini 3.1 Pro PreviewHigh62.4%
View details →

Updated:

Models tested: 5

Does a 10-K excerpt support a claim, contradict it, or say nothing about it?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Sonnet 5.5Max100%
  2. 2GPT-6 LunaMax100%
  3. 3Claude Haiku 5.5Max100%
View details →

Updated:

Models tested: 5

Does a 10-K excerpt support a claim, contradict it, or say nothing about it?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Haiku 5.5Max100%
  2. 2GPT-6 LunaMax100%
  3. 3Claude Opus 5.5Max100%
View details →

Updated:

Models tested: 5

Does a 10-K excerpt support a claim, contradict it, or say nothing about it?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5.5Max100%
  2. 2GPT-6.1 SolMax100%
  3. 3GPT-6 LunaMax100%
View details →

Updated:

Models tested: 5

Does a 10-K excerpt support a claim, contradict it, or say nothing about it?

Top models · Vals AI

Latest result per model · 1

  1. 1GPT-6.1 SolMax100%
  2. 2GPT-6 LunaMax100%
  3. 3Claude Opus 5.5Max100%
View details →

Updated:

Models tested: 5

Does a 10-K excerpt support a claim, contradict it, or say nothing about it?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5.5Max100%
  2. 2Claude Sonnet 5.5Max100%
  3. 3GPT-6.1 SolMax100%
View details →

Updated:

Models tested: 5

Does a 10-K excerpt support a claim, contradict it, or say nothing about it?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Haiku 5.5Max100%
  2. 2Claude Sonnet 5.5Max100%
  3. 3Claude Opus 5.5Max100%
View details →

Updated:

Models tested: 22

Realistic financial reasoning and decision tasks graded against detailed expert-written criteria.

Top models · scale

Latest result per model · Version not reported

  1. 1Muse Spark 1.359.54 source score
  2. 2Muse Spark 1.155.01 source score
  3. 3Claude Fable 553.86 source score
View details →

Updated:

Models tested: 8

Can AI help people navigate SNAP benefits?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5Max71.65%
  2. 2Claude Opus 4.8Max62.11%
  3. 3MiniMax M360.69%
View details →

Updated:

Models tested: 8

Can AI help people navigate SNAP benefits?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5Max65.22%
  2. 2Claude Opus 4.8Max58.46%
  3. 3Gemini 3.5 FlashHigh53.99%
View details →

Updated:

Models tested: 8

Can AI help people navigate SNAP benefits?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5Max63.4%
  2. 2Claude Opus 4.8Max53.11%
  3. 3Gemini 3.5 FlashHigh50.27%
View details →

Updated:

Models tested: 8

Can AI help people navigate SNAP benefits?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5Max71.65%
  2. 2Claude Opus 4.8Max62.11%
  3. 3MiniMax M360.69%
View details →

Updated:

Models tested: 8

Can AI help people navigate SNAP benefits?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5Max67.73%
  2. 2Claude Opus 4.8Max58.93%
  3. 3Gemini 3.5 FlashHigh54.13%
View details →

Updated:

Models tested: 17

Private question-answer benchmark over Canadian court-cases.

Top models · Vals AI

Latest result per model · 2

  1. 1Claude Opus 4.768.38%
  2. 2GPT-5.5Extra high66.24%
  3. 3Gemini 3.1 Pro PreviewHigh64.85%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh96.3%
  2. 2Gemini 3 Flash PreviewHigh95.85%
  3. 3MiniMax M2.592.6%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh96.8%
  2. 2Gemini 3 Flash PreviewHigh95.7%
  3. 3Claude Sonnet 4.6Thinking92.75%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh95.95%
  2. 2Gemini 3 Flash PreviewHigh95.4%
  3. 3MiniMax M2.592.3%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh96.1%
  2. 2Gemini 3 Flash PreviewHigh95.6%
  3. 3MiniMax M2.592.6%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh96.37%
  2. 2Gemini 3 Flash PreviewHigh95.81%
  3. 3MiniMax M2.592.53%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3.1 Pro PreviewHigh96.8%
  2. 2Gemini 3 Flash PreviewHigh96%
  3. 3MiniMax M2.593.2%
View details →

Updated:

Models tested: 12

Evaluating language model bias in medical questions.

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 3 Flash PreviewHigh96.3%
  2. 2Gemini 3.1 Pro PreviewHigh96.25%
  3. 3MiniMax M2.592.35%
View details →

Updated:

Models tested: 5

Large Language Models serve as on-demand tutors for learners worldwide, yet, a critical evaluation gap exists. While most benchmarks assess an LLM's ability to solve problems,…

Top models · scale

Latest result per model · Version not reported

  1. 1Gemini 2.5 Pro Preview 06-0555.65 source score
  2. 2Claude Opus 4.6Non-thinking53.55 source score
  3. 3Gemini 3.1 Pro Preview52.99 source score
View details →

Updated:

Models tested: 151

Human pairwise preferences on industry business and management and financial operations prompts in Arena’s text evaluation. The original organizer publishes model ratings and…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,524.59
  2. 2Claude Opus 5Max1,500.65
  3. 3Claude Opus 4.6High1,497.22
View details →

Updated:

Models tested: 151

Human pairwise preferences on industry legal and government prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,548.16
  2. 2Claude Opus 5Max1,529.67
  3. 3Claude Opus 5High1,522.37
View details →

Updated:

Models tested: 151

Human pairwise preferences on industry medicine and healthcare prompts in Arena’s text evaluation. The original organizer publishes model ratings and uncertainty; these are…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,554.76
  2. 2Claude Fable 5.1Max1,531.47
  3. 3Claude Opus 5Max1,525.42
View details →

Updated:

Models tested: 151

Human pairwise preferences on industry business and management and financial operations prompts in Arena’s text style control evaluation. The original organizer publishes model…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,520.77
  2. 2Claude Opus 4.7High1,507.73
  3. 3Muse Spark 1.2Extra high1,502.36
View details →

Updated:

Models tested: 151

Human pairwise preferences on industry legal and government prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty,…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,535.54
  2. 2Muse Spark 1.2Extra high1,526.66
  3. 3Claude Fable 5High1,510.88
View details →

Updated:

Models tested: 151

Human pairwise preferences on industry medicine and healthcare prompts in Arena’s text style control evaluation. The original organizer publishes model ratings and uncertainty,…

Top models · Arena

Latest result per model · Version not reported

  1. 1Gemini 4 ArgonHigh1,551.3
  2. 2Muse WonderMax1,525.76
  3. 3Claude Fable 5.1Max1,524.68
View details →

Methodology and provenance

Benchize collects and structures public benchmark reports. Scores, costs, timings, ranks and uncertainty remain attributed to their original sources. Different versions, configurations and measurement units are separate results. Missing fields stay unavailable.