# Vals Finance Index leaderboard

A composite score for agentic finance work. It averages Finance Agent v2.1 and EMB v1.1 for securities, adds Tax Agent Bench for tax, and weights the two by each sub-sector's share of US GDP (1.6 vs 0.5).

## Vals Finance Index: index accuracy % (higher is better, 10 models)

| Rank | Model | Maker | Score | Metric | Setting | Reported by | Source | URL | Date |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | Gemini 4 Carbon | Google | 66.3 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 2 | Claude Opus 5.5 | Anthropic | 65.6 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 3 | Gemini 4 Argon | Google | 64.9 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 4 | Wonder Full | Not stated | 64.5 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 5 | Claude Sonnet 5.5 | Anthropic | 64.5 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 6 | Qwen 3.8 Max 0902 | Qwen | 61.7 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 7 | Wonder | Not stated | 61.2 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 8 | DeepSeek V4.1 Flash 1017 | DeepSeek | 60.9 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 9 | GLM 5.3 | Zhipu AI | 60.5 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |
| 10 | Gemini 3.8 Flash | Google | 60.5 | index accuracy % |  | Official board | Vals.ai leaderboard | https://www.vals.ai/benchmarks/finance_index | 29 Oct 2026 |

Scores are never combined across benchmarks. Each row names its metric, source and date.

## About this benchmark

- Maker: Vals AI
- Year: 2026
- Use case: Analyst Financial research
- Size: Composite of 3 benchmarks
- Public split: none (inherits the public samples of its components)
- Grading: Index = (1.6 x avg(FAB v2.1, EMB v1.1) + 0.5 x Tax Agent Bench) / 2.1. A model gets a score only if it has results on all three.
- Licence: Not stated
- Submission: Not stated
- Products allowed: Not stated
- Latest version: v1 (released 2026-10-21)
- What it does not cover: Nothing beyond its three components: no trading, advice or market-data tasks.
- Last checked: 1 Nov 2026
- Links: site https://www.vals.ai/benchmarks/finance_index, leaderboard https://www.vals.ai/benchmarks/finance_index
- Directory page: https://benchmarks.finance/benchmarks/vals-finance-index/
- Leaderboard: https://benchmarks.finance/leaderboards/vals-finance-index/

Source: https://benchmarks.finance/leaderboards/vals-finance-index/

Created and maintained by Moneda.