Leaderboard

Finance Agent Benchmark

Checks whether a tool-using agent can do entry-level financial analyst research, such as answering hard questions from public company filings. Question types include quantitative and qualitative analysis, comparables, adjustments, earnings, disclosures and modelling.

Best reported

67.8

Claude Opus 5.5

Partial Credit accuracy %

29 Oct 2026

Finance Agent Benchmark: score vs cost

Score against cost per test. Up and to the left is better.

Updated 29 Oct 2026

Y: Partial Credit accuracy %X: Cost per test (USD)Showing 10 models
Finance Agent Benchmark: score vs cost10 models. Frontier: DeepSeek V4.1 Flash, Gemini 3.8 Flash, Wonder Full, Gemini 4 Argon, Claude Opus 5.5.65666768$0$2$4$6$8EfficientInefficient↑ Best performance← Lowest costCost per test (USD)Claude Opus 5.5: 67.8 Partial Credit accuracy %, $8.91 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Claude Opus 5.5Gemini 4 Argon: 67.7 Partial Credit accuracy %, $4.32 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Gemini 4 ArgonWonder Full: 67.6 Partial Credit accuracy %, $2.68 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Wonder FullClaude Sonnet 5.5: 67.3 Partial Credit accuracy %, $6.95 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Claude Sonnet 5.5Gemini 4 Carbon: 67.2 Partial Credit accuracy %, $7.29 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Gemini 4 CarbonGemini 3.8 Flash: 65.8 Partial Credit accuracy %, $1.99 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Gemini 3.8 FlashWonder: 65.5 Partial Credit accuracy %, $2.62 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)WonderDeepSeek V4.1 Flash: 65.4 Partial Credit accuracy %, $0.37 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)DeepSeek V4.1 FlashClaude Haiku 5.5: 65.4 Partial Credit accuracy %, $1.64 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Claude Haiku 5.5GLM 5.3: 65 Partial Credit accuracy %, $1.03 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026) GLM 5.3Finance Agent Benchmark: score vs cost10 models. Frontier: DeepSeek V4.1 Flash, Gemini 3.8 Flash, Wonder Full, Gemini 4 Argon, Claude Opus 5.5.65666768$0.5$1$2$5$10EfficientInefficient↑ Best performance← Lowest costCost per test (USD)Claude Opus 5.5: 67.8 Partial Credit accuracy %, $8.91 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Claude Opus 5.5Gemini 4 Argon: 67.7 Partial Credit accuracy %, $4.32 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Gemini 4 ArgonWonder Full: 67.6 Partial Credit accuracy %, $2.68 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Wonder FullClaude Sonnet 5.5: 67.3 Partial Credit accuracy %, $6.95 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Claude Sonnet 5.5Gemini 4 Carbon: 67.2 Partial Credit accuracy %, $7.29 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Gemini 4 CarbonGemini 3.8 Flash: 65.8 Partial Credit accuracy %, $1.99 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Gemini 3.8 FlashWonder: 65.5 Partial Credit accuracy %, $2.62 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)WonderDeepSeek V4.1 Flash: 65.4 Partial Credit accuracy %, $0.37 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)DeepSeek V4.1 FlashClaude Haiku 5.5: 65.4 Partial Credit accuracy %, $1.64 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026)Claude Haiku 5.5GLM 5.3: 65 Partial Credit accuracy %, $1.03 per test (Vals.ai Finance Agent v2.1 leaderboard, Cost / Test, 29 Oct 2026) GLM 5.3

Finance Agent Benchmark v2.1

Partial Credit accuracy %, higher is better. 10 models.

Updated 29 Oct 2026

  1. Claude Opus 5.567.8
  2. Gemini 4 Argon67.7
  3. Wonder Full67.6
  4. Claude Sonnet 5.567.3
  5. Gemini 4 Carbon67.2
  6. Gemini 3.8 Flash65.8
  7. Wonder65.5
  8. DeepSeek V4.1 Flash65.4
  9. Claude Haiku 5.565.4
  10. GLM 5.365

Finance Agent Benchmark: cost

cost per test item (USD), lower is better. 10 models.

Updated 29 Oct 2026

  1. DeepSeek V4.1 Flash0.370
  2. GLM 5.31.0
  3. Claude Haiku 5.51.6
  4. Gemini 3.8 Flash2.0
  5. Wonder2.6
  6. Wonder Full2.7
  7. Gemini 4 Argon4.3
  8. Claude Sonnet 5.57.0
  9. Gemini 4 Carbon7.3
  10. Claude Opus 5.58.9

Finance Agent Benchmark v2.1

Partial Credit accuracy %, higher is better. 10 models.

Updated 29 Oct 2026

  1. 1Claude Opus 5.567.8
  2. 2Gemini 4 Argon67.7
  3. 3Wonder Full67.6
  4. 4Claude Sonnet 5.567.3
  5. 5Gemini 4 Carbon67.2
  6. 6Gemini 3.8 Flash65.8
  7. 7Wonder65.5
  8. 8DeepSeek V4.1 Flash65.4
  9. 9Claude Haiku 5.565.4
  10. 10GLM 5.365
Finance Agent Benchmark leaderboard (Partial Credit accuracy %, higher is better)
1Claude Opus 5.5Anthropic67.8v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
2Gemini 4 ArgonGoogle67.7v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
3Wonder FullNot stated67.6v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
4Claude Sonnet 5.5Anthropic67.3v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
5Gemini 4 CarbonGoogle67.2v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
6Gemini 3.8 FlashGoogle65.8v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
7WonderNot stated65.5v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
8DeepSeek V4.1 FlashDeepSeek65.4v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
9Claude Haiku 5.5Anthropic65.4v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026
10GLM 5.3Zhipu AI65v2.1 test setVals.ai leaderboard
Official board, 29 Oct 2026

Full details for Finance Agent Benchmark