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: 49

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. 1Muse Spark 1.2Extra high40%
  2. 2Muse Spark 1.1Extra high40%
  3. 3Muse Spark 1.3Extra high20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark OpenExtra high20%
  2. 2Muse Spark 1.2Extra high20%
  3. 3MiMo-V2.6-Flash20%
View details →

Updated:

Models tested: 49

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. 1Gemini 3.7 FlashHigh20%
  2. 2Muse WonderMax20%
  3. 3Gemini 3.8 FlashHigh20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high40%
  2. 2Muse Spark 1.1Extra high20%
  3. 3Gemini 3.7 FlashHigh0%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high60%
  2. 2Muse Spark 1.3Extra high40%
  3. 3Gemini 4 ArgonHigh40%
View details →

Updated:

Models tested: 49

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. 1Muse Spark OpenExtra high40%
  2. 2Muse Spark 1.3Extra high40%
  3. 3Claude Fable 5Max20%
View details →

Updated:

Models tested: 49

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. 1DeepSeek V4 Pro 0813Max20%
  2. 2Muse Spark 1.1Extra high20%
  3. 3DeepSeek V4.1 Flash 1017Max20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high94.52%
  2. 2Gemini 4 ArgonHigh94.04%
  3. 3Muse Spark 1.1Extra high92.86%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high96.38%
  2. 2Muse Spark 1.2Extra high95.29%
  3. 3Gemini 4 ArgonHigh94.2%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high96.06%
  2. 2Muse Spark 1.1Extra high94.27%
  3. 3Gemini 4 ArgonHigh94.27%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high97.77%
  2. 2Gemini 4 ArgonHigh95.91%
  3. 3Muse Spark 1.1Extra high94.8%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high95.5%
  2. 2Muse Spark 1.2Extra high93.77%
  3. 3Muse Spark 1.1Extra high92.04%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high96.86%
  2. 2Gemini 4 ArgonHigh95.69%
  3. 3Muse Spark 1.3Extra high94.51%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh97.26%
  2. 2Muse Spark 1.1Extra high96.92%
  3. 3Muse Spark 1.2Extra high96.23%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.1Extra high96.15%
  2. 2Gemini 4 ArgonHigh96.15%
  3. 3Muse Spark 1.2Extra high95.83%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh97.53%
  2. 2Muse WonderMax97.53%
  3. 3Claude Fable 5.1Max96.82%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high95.56%
  2. 2Muse WonderMax95.56%
  3. 3Muse Spark 1.2Extra high95.22%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high89.51%
  2. 2Muse Spark 1.3Extra high89.51%
  3. 3Gemini 4 ArgonHigh88.76%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high98.68%
  2. 2Claude Opus 4.8Max97.03%
  3. 3DeepSeek V4 Pro 0813Max96.7%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high95.4%
  2. 2Gemini 4 ArgonHigh95.34%
  3. 3Muse Spark 1.2Extra high93.68%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh93%
  2. 2Muse Spark 1.1Extra high92.13%
  3. 3Muse WonderMax91.25%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high95.38%
  2. 2Muse WonderMax94.06%
  3. 3Muse Spark 1.3Extra high93.73%
View details →

Updated:

Models tested: 49

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. 1Muse WonderMax94.12%
  2. 2Muse Spark 1.2Extra high94.12%
  3. 3Muse Spark 1.1Extra high93.21%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high94.14%
  2. 2Claude Fable 5Max93.41%
  3. 3Gemini 4 ArgonHigh93.04%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh96.47%
  2. 2Muse Spark 1.2Extra high95.76%
  3. 3Muse Spark 1.1Extra high95.41%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high94.55%
  2. 2Claude Fable 5.1Max94.05%
  3. 3Gemini 4 ArgonHigh93.25%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high95.13%
  2. 2Muse Spark 1.3Extra high94.38%
  3. 3Muse Spark 1.1Extra high93.63%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high96.5%
  2. 2Muse WonderMax96.21%
  3. 3Gemini 4 ArgonHigh95.92%
View details →

Updated:

Models tested: 49

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. 1Muse WonderMax90.48%
  2. 2Muse Spark 1.3Extra high90.16%
  3. 3Muse Spark 1.2Extra high88.89%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh93.31%
  2. 2Muse Spark 1.2Extra high92.98%
  3. 3Muse Spark 1.1Extra high91.3%
View details →

Updated:

Models tested: 49

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. 1Muse WonderMax93.89%
  2. 2Muse Spark 1.2Extra high93.51%
  3. 3Gemini 4 ArgonHigh93.51%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high94.28%
  2. 2Gemini 4 ArgonHigh93.94%
  3. 3Muse Spark 1.2Extra high93.27%
View details →

Updated:

Models tested: 49

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. 1Muse Spark OpenExtra high40%
  2. 2Muse Spark 1.3Extra high40%
  3. 3Muse Spark 1.2Extra high40%
View details →

Updated:

Models tested: 49

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. 1Gemini 3.8 FlashHigh40%
  2. 2Muse Spark 1.3Extra high40%
  3. 3Muse Spark 1.2Extra high40%
View details →

Updated:

Models tested: 49

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. 1Muse Spark OpenExtra high0%
  2. 2Muse Spark 1.1Extra high0%
  3. 3Claude Opus 4.7Max0%
View details →

Updated:

Models tested: 49

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. 1Step 5 Preview40%
  2. 2Muse Spark 1.2Extra high40%
  3. 3DeepSeek V4 Pro 0813Max40%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high0%
  2. 2Gemini 4 ArgonHigh0%
  3. 3Laguna Xs 20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.1Extra high40%
  2. 2Gemini 4 ArgonHigh40%
  3. 3MiMo-V2.6-Flash20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high60%
  2. 2Muse Spark 1.3Extra high40%
  3. 3DeepSeek V4 Flash 0731High40%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high40%
  2. 2Muse Spark 1.1Extra high20%
  3. 3Gemini 4 ArgonHigh20%
View details →

Updated:

Models tested: 49

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. 1Gemini 3.7 FlashHigh20%
  2. 2Claude Opus 5.5Max0%
  3. 3Gemini 3.6 FlashHigh0%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh20%
  2. 2DeepSeek V4.1 Flash 1017Max20%
  3. 3Muse Spark OpenExtra high20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high20%
  2. 2Gemini 4 ArgonHigh20%
  3. 3Muse Spark OpenExtra high20%
View details →

Updated:

Models tested: 49

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. 1Muse WonderMax40%
  2. 2DeepSeek V4.1 Flash 1017Max20%
  3. 3MiMo-V2.6-Pro20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high25.42%
  2. 2Muse Spark 1.3Extra high22.92%
  3. 3Muse Spark 1.1Extra high20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.3Extra high20%
  2. 2Muse WonderMax20%
  3. 3Claude Opus 4.7Max20%
View details →

Updated:

Models tested: 49

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. 1MiMo-V2.6-Flash20%
  2. 2DeepSeek V4 Flash 0731High20%
  3. 3Muse Spark 1.2Extra high20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high20%
  2. 2Muse Spark OpenExtra high20%
  3. 3Gemini 4 ArgonHigh0%
View details →

Updated:

Models tested: 49

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. 1Gemini 4 ArgonHigh40%
  2. 2Muse Spark 1.3Extra high20%
  3. 3DeepSeek V4.1 FlashMax20%
View details →

Updated:

Models tested: 49

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. 1Muse Spark 1.2Extra high0%
  2. 2Claude Opus 4.7Max0%
  3. 3Claude Sonnet 5Max0%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 4 ArgonHigh82.98%
  2. 2Claude Fable 5.1Max82.23%
  3. 3Claude Sonnet 5.5Max80.04%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5Max87.68%
  2. 2Claude Fable 5.1Max86.74%
  3. 3Gemini 3.7 FlashHigh86.48%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5.5Max70.14%
  2. 2Claude Sonnet 5.5Max70.07%
  3. 3Claude Opus 5Max70.02%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Sonnet 5.5Max69.98%
  2. 2Claude Fable 5.1Max69.64%
  3. 3Claude Opus 5.5Max69.01%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1GPT-6.1 SolMax83.91%
  2. 2GPT-5.6 SolMax83.87%
  3. 3Gemini 3.7 FlashHigh83.36%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 4 ArgonHigh73.95%
  2. 2Claude Fable 5.1Max72.15%
  3. 3Claude Fable 5Max71.4%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5.5Max77.86%
  2. 2GPT-6 AstraMax75.44%
  3. 3Claude Fable 5.1Max74.85%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5.1Max76.67%
  2. 2Claude Opus 5.5Max75.94%
  3. 3Claude Sonnet 5.5Max75.71%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Fable 5.1Max72.59%
  2. 2Claude Opus 5Max72.26%
  3. 3Gemini 4 ArgonHigh70.8%
View details →

Updated:

Models tested: 47

Evaluating agents on Excel-based financial modeling tasks

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5.5Max81.39%
  2. 2Claude Sonnet 5.5Max80.94%
  3. 3Claude Fable 5.1Max80.8%
View details →

Updated:

Models tested: 49

Can models support doctors with their administrative work?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5.5Max91.43%
  2. 2Claude Fable 5.1Max91.29%
  3. 3Claude Sonnet 5.5Max91.1%
View details →

Updated:

Models tested: 49

Can models support the medical billing process?

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 5Max63.57%
  2. 2Gemini 3.1 Pro PreviewHigh59.06%
  3. 3Gemini 4 ArgonHigh58.8%
View details →

Updated:

Models tested: 34

Can AI help people navigate SNAP benefits?

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Opus 5Max76.93%
  2. 2Claude Fable 5.1Max74.9%
  3. 3Claude Opus 5.5Max70.64%
View details →

Updated:

Models tested: 41

Student Assessment with Generative Evaluation

Top models · Vals AI

Latest result per model · 1

  1. 1Gemma 4 31BHigh50.79%
  2. 2Gemini 3.5 Flash-LiteHigh49.21%
  3. 3DeepSeek V4.1 FlashHigh48.41%
View details →

Updated:

Models tested: 41

Student Assessment with Generative Evaluation

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 4 ArgonHigh45.64%
  2. 2Gemini 2.5 Flash44.05%
  3. 3Gemini 2.5 Pro43.65%
View details →

Updated:

Models tested: 41

Student Assessment with Generative Evaluation

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 4.8Max78.25%
  2. 2Claude Opus 4.7Max77.04%
  3. 3Claude Opus 5Max76.06%
View details →

Updated:

Models tested: 41

Student Assessment with Generative Evaluation

Top models · Vals AI

Latest result per model · 1

  1. 1Claude Opus 4.7Max56.1%
  2. 2Gemma 4 31BHigh55.03%
  3. 3Claude Opus 4.8Max54.79%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh82.94%
  2. 2Claude Fable 5.1Max82%
  3. 3Claude Sonnet 5.5Max79.41%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Fable 5.1Max88.52%
  2. 2Gemini 3.8 FlashHigh87.8%
  3. 3Muse WonderMax87.73%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Sonnet 5.5Max72.97%
  2. 2Claude Fable 5.1Max71.52%
  3. 3Claude Opus 5.5Max69.87%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Sonnet 5.5Max68.66%
  2. 2Claude Opus 5.5Max68.33%
  3. 3Claude Fable 5.1Max67.99%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1GPT-6.1 SolMax83.08%
  2. 2GPT-6 AstraMax82.9%
  3. 3Claude Sonnet 5.5Max82.29%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Gemini 4 ArgonHigh73.04%
  2. 2Claude Fable 5.1Max71.36%
  3. 3Claude Opus 5.5Max71%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Opus 5.5Max77.74%
  2. 2GPT-6 AstraMax75.51%
  3. 3Claude Fable 5.1Max75.18%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Fable 5.1Max76.73%
  2. 2Claude Sonnet 5.5Max75.9%
  3. 3Claude Opus 5.5Max75.84%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Fable 5.1Max72.67%
  2. 2GPT-6 AstraMax70.87%
  3. 3Claude Sonnet 5.5Max70.82%
View details →

Updated:

Models tested: 19

Evaluating agents on Excel-based financial modeling tasks, graded by the GPT-6 Luna rubric judge with template scoring fixes

Top models · Vals AI

Latest result per model · 1.1

  1. 1Claude Opus 5.5Max81.39%
  2. 2Claude Sonnet 5.5Max80.94%
  3. 3Claude Fable 5.1Max80.8%
View details →

Updated:

Models tested: 36

Student Assessment with Generative Evaluation

Top models · Vals AI

Latest result per model · 1

  1. 1Gemini 4 ArgonHigh84.88%
  2. 2Gemini 3.7 FlashHigh83.64%
  3. 3Claude Opus 5.5Max83.64%
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 1017Max30%
  3. 3Muse WonderMax20%
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. 1MiMo-V2.6-Flash30%
  2. 2MiMo-V2.6-Pro20%
  3. 3DeepSeek V4 Pro 0813Max20%
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. 2Muse WonderMax30%
  3. 3GPT-6.1 SolMax10%
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. 1MiMo-V2.6-Pro20%
  2. 2Muse WonderMax20%
  3. 3DeepSeek V4 Pro 0813Max20%
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. 2Muse WonderMax30%
  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. 1Gemini 4 ArgonHigh60%
  2. 2Muse WonderMax30%
  3. 3MiMo-V2.6-Pro20%
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 4 ArgonHigh30%
  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. 1Gemini 4 ArgonHigh96.3%
  2. 2Muse WonderMax96.01%
  3. 3MiMo-V2.6-Pro92.88%
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 ArgonHigh97.65%
  2. 2Muse WonderMax95.65%
  3. 3MiMo-V2.6-Pro93.66%
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. 1MiMo-V2.6-Flash96.95%
  2. 2DeepSeek V4 Pro 0813Max96.24%
  3. 3Gemini 4 ArgonHigh96.06%
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 ArgonHigh97.39%
  2. 2Muse WonderMax96.46%
  3. 3MiMo-V2.6-Flash94.03%
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 ArgonHigh95.16%
  2. 2Muse WonderMax94.46%
  3. 3DeepSeek V4.1 Flash 1017Max93.43%
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 ArgonHigh96.67%
  2. 2Gemini 3.8 FlashHigh96.47%
  3. 3Muse WonderMax96.28%
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 ArgonHigh97.95%
  2. 2Muse WonderMax97.6%
  3. 3Gemini 3.8 FlashHigh93.84%
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 WonderMax97.91%
  2. 2Gemini 4 ArgonHigh97.27%
  3. 3Gemini 3.8 FlashHigh96.95%
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 ArgonHigh98.41%
  2. 2MiMo-V2.6-Pro97.7%
  3. 3Muse WonderMax97.7%
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 WonderMax97.44%
  2. 2Gemini 4 ArgonHigh96.42%
  3. 3Claude Sonnet 5.5Max95.56%
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 WonderMax93.07%
  2. 2Gemini 4 ArgonHigh92.88%
  3. 3DeepSeek V4.1 Flash 1017Max90.64%
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 WonderMax98.52%
  2. 2Gemini 4 ArgonHigh98.52%
  3. 3DeepSeek V4.1 Flash 1017Max98.02%
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 ArgonHigh97.31%
  2. 2Muse WonderMax94.8%
  3. 3DeepSeek V4.1 Flash 1017Max93.01%
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 WonderMax95.04%
  2. 2Gemini 4 ArgonHigh93%
  3. 3Gemini 3.8 FlashHigh90.53%
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 ArgonHigh97.82%
  2. 2MiMo-V2.6-Pro95.97%
  3. 3DeepSeek V4.1 Flash 1017Max95.97%
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.