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Finance Agent v2

Implementation

Progress Over Time

Interactive timeline showing model performance evolution on Finance Agent v2

State-of-the-art frontier
Open
Proprietary

Finance Agent v2 Leaderboard

28 models
ContextCostLicense
1124B262K$0.06 / $0.18
2—1.0M$1.50 / $9.00
3—1.0M$1.25 / $4.25
4—1.0M$10.00 / $50.00
5
Mistral AI
Mistral AI
1.1T1.0M$0.68 / $2.09
6—1.0M$5.00 / $25.00
7
OpenAI
OpenAI
—1.1M$5.00 / $30.00
8—1.0M$5.00 / $25.00
9—1.0M$3.00 / $15.00
10
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
—1.0M$1.25 / $3.75
11
MiniMax
MiniMax
428B1.0M$0.28 / $1.10
12—400K$0.75 / $4.50
13
Moonshot AI
Moonshot AI
1.0T262K$0.75 / $3.50
14
Zhipu AI
Zhipu AI
754B203K$1.05 / $3.50
15—1.0M$2.00 / $12.00
16—1.0M$0.50 / $3.00
171.0T1.0M$0.43 / $0.87
18
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
—1.0M$0.50 / $3.00
19
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
———
19—400K$0.20 / $1.25
21—1.0M$1.25 / $2.50
22550B262K$0.50 / $2.20
23
Xiaomi
Xiaomi
311B1.0M$0.17 / $0.34
24128B256K$1.50 / $7.50
25—200K$1.00 / $5.00
26—1.0M$0.25 / $1.50
27———
28—205K$0.30 / $1.20
Notice missing or incorrect data?
About this benchmark

What is Finance Agent v2?

Finance Agent v2 is an agentic financial-analysis benchmark from Vals that evaluates models on real-world finance workflows, measuring their ability to retrieve and reason over financial documents, perform multi-step calculations, and produce accurate analyses.

Finance Agent v2 is a text benchmark evaluating models on reasoning, finance, and agents tasks. LLM Stats tracks 28 models on this benchmark, scored on a 0–1 scale. The current average is 0.4, with the leader at 0.6.

Compare leaders on the best AI for reasoning, best AI for finance and best AI for agents leaderboards.

Current leaders

Ling 3.0 Flash Fin from InclusionAI currently leads the Finance Agent v2 leaderboard with a score of 0.598 across 28 evaluated AI models.

1Ling 3.0 Flash FinInclusionAI59.8%
2Gemini 3.5 FlashGoogle57.9%
3Muse Spark 1.1Meta57.2%
OSSMiniMax M3#11 open-weight48.3%

FAQ

Common questions about the Finance Agent v2 benchmark and leaderboard.

What is the Finance Agent v2 benchmark?

Finance Agent v2 is an agentic financial-analysis benchmark from Vals that evaluates models on real-world finance workflows, measuring their ability to retrieve and reason over financial documents, perform multi-step calculations, and produce accurate analyses.

What is the Finance Agent v2 leaderboard?

The Finance Agent v2 leaderboard ranks 28 AI models based on their performance on this benchmark. Currently, Ling 3.0 Flash Fin by InclusionAI leads with a score of 0.598. The average score across all models is 0.440.

What is the highest Finance Agent v2 score?

The highest Finance Agent v2 score is 0.598, achieved by Ling 3.0 Flash Fin from InclusionAI.

How many models are evaluated on Finance Agent v2?

28 models have been evaluated on the Finance Agent v2 benchmark, with 0 verified results and 3 self-reported results.

Where can I find the Finance Agent v2 dataset?

The Finance Agent v2 dataset is available at https://github.com/vals-ai/finance-agent.

What categories does Finance Agent v2 cover?

Finance Agent v2 is categorized under reasoning, finance, and agents. The benchmark evaluates text models.

What is the best open-source model on Finance Agent v2?

MiniMax M3 by MiniMax is the top-ranked open-source model on Finance Agent v2, with a score of 0.483 (rank #11).

Which model offers the best value on Finance Agent v2?

Among models scoring within 10% of the leader, Ling 3.0 Flash Fin from InclusionAI is the cheapest, at $0.06 per million input tokens with a score of 0.598.

How recent are the Finance Agent v2 leaderboard results?

The Finance Agent v2 leaderboard was last updated in October 2026 and currently includes 28 evaluated models.