MathVista

🏆 Leaderboard

As of August 31, 2026, Seed 2.1 Pro is #1 for MathVista at 90.7%. Ranked by the MathVista score 43 models in this index have a published MathVista score. MathVista leaderboard: rank models by MathVista next to live API token prices.

Updated August 31, 2026345 models36 providers

MathVista vs price

43 models. Left is cheaper. Up is a higher score. The line is the best score you can buy at each price — a dot under it is a worse deal than something on the line.

Best score at each price#1 on this board


Seed 2.1 Pro ByteDance · Proprietary	90.7%	$5.34
Seed 2.1 Turbo ByteDance · Proprietary	90.5%	$3.00
o3 OpenAI · Proprietary	86.8%	$10.00
o4-mini OpenAI · Proprietary	84.3%	$5.50
Step3-VL-10BOSS StepFun · Open Source · via OpenRouter	84%	$0.40
Command A+OSS Cohere · Open Source	80.6%	$12.50
Kimi-k1.5 Moonshot AI · Proprietary	74.9%	$2.65
Llama 4 MaverickOSS Meta · Open Source	73.7%	$1.02
GPT-4.1 mini OpenAI · Proprietary	73.1%	$2.00
Gemini 2.0 Flash Google · Proprietary	73.1%	$0.50
GPT-4.5 OpenAI · Proprietary	72.3%	$225.00
GPT-4.1 OpenAI · Proprietary	72.2%	$10.00
o1 OpenAI · Proprietary	71.8%	$75.00
QvQ-72B-PreviewOSS Qwen · Open Source	71.4%	$2.40
Llama 4 ScoutOSS Meta · Open Source	70.7%	$0.38
Qwen2-VL-72B-InstructOSS Qwen · Open Source · via OpenRouter	70.5%	$1.80
Pixtral LargeOSS Mistral · Open Source · via Mistral AI	69.4%	$8.00
Grok-2 xAI · Proprietary	69%	$12.00
Gemini 1.5 Pro Google · Proprietary	68.1%	$12.50
Qwen2.5-Omni-7BOSS Qwen · Open Source	67.9%	$0.50
Claude 3.5 Sonnet Anthropic · Proprietary	67.7%	$18.00
Mistral Small 3.2 24B InstructOSS Mistral · Open Source · via OpenRouter	67.1%	$0.28
Gemini 1.5 Flash Google · Proprietary	65.8%	$0.75
GPT-4o OpenAI · Proprietary	63.8%	$12.50
DeepSeek VL2OSS DeepSeek · Open Source · via Replicate	62.8%	$2.80
Phi-4-multimodal-instructOSS Microsoft · Open Source	62.4%	$0.15
GPT-4o OpenAI · Proprietary	61.4%	$12.50
DeepSeek VL2 SmallOSS DeepSeek · Open Source · via Replicate	60.7%	$1.70
Pixtral-12BOSS Mistral · Open Source · via Mistral AI	58%	$0.30
Llama 3.2 90B InstructOSS Meta · Open Source	57.3%	$0.75
GPT-4o mini OpenAI · Proprietary	56.7%	$0.75
GPT-4.1 nano OpenAI · Proprietary	56.2%	$0.50
Gemini 1.5 Flash 8B Google · Proprietary	54.7%	$0.37
DeepSeek VL2 TinyOSS DeepSeek · Open Source · via Replicate	53.6%	$0.90
Grok-1.5V xAI · Proprietary	52.8%	$20.00
Grok-1.5 xAI · Proprietary	52.8%	$20.00
Llama 3.2 11B InstructOSS Meta · Open Source	51.5%	$0.10
Claude 3 Opus Anthropic · Proprietary	50.5%	$90.00
Claude 3 Sonnet Anthropic · Proprietary	47.9%	$18.00
Gemini 1.0 Pro Google · Proprietary	46.6%	$2.00
Claude 3 Haiku Anthropic · Proprietary	46.4%	$1.50
Phi-3.5-vision-instructOSS Microsoft · Open Source	43.9%	$0.21
GPT-3.5 Turbo OpenAI · Proprietary	0%	$2.00
ChatGPT-4o Latest OpenAI · Proprietary	—	$12.50
Claude 3.5 Haiku Anthropic · Proprietary	—	$4.80
Claude 3.5 Sonnet Anthropic · Proprietary	—	$18.00
Claude 3.7 Sonnet Anthropic · Proprietary	—	$18.00
Claude Fable 5 Anthropic · Proprietary	—	$60.00
Claude Haiku 4.5 Anthropic · Proprietary	—	$6.00
Claude Mythos 5 Anthropic · Proprietary	—	$60.00

Showing 1–50 of 345 models

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The index

All Large Language Models

345 models across 36 providers. Search or jump to a lab — every model page stays linked here.

Cursor

2 models

Composer 2 Composer 2 Fast

xAI

17 models

Grok 4.6 Grok 4.5 Grok 4.3 Grok-4.1 Grok-4.1 Fast Non-Reasoning Grok-4.1 Fast Reasoning Grok-4.1 Thinking Grok 4 Fast Grok Code Fast 1 Grok-4 Fast Non-Reasoning Grok-4 Fast Reasoning Grok-4 Grok-3 Grok-3 Mini Grok-2 Grok-1.5V Grok-1.5

MiniMax

7 models

MiniMax M3 MiniMax M2.7 MiniMax M2.5 MiniMax M2.1 MiniMax M2 MiniMax M1 40K MiniMax M1 80K

Qwen

55 models

Qwen3.8 Flash Qwen3.8-Flash-Next Qwen3.8-27B Qwen3.8-2.4T-A95B Qwen3.8 Max Qwen3.7 Flash Qwen3.7-Plus Qwen3.7 Max Qwen3.6-27B Qwen3.6-35B-A3B Qwen3.6 Plus Qwen3.5-0.8B Qwen3.5-2B Qwen3.5-4B Qwen3.5-9B Qwen3.5-122B-A10B Qwen3.5-27B Qwen3.5-35B-A3B Qwen3.5-397B-A17B Qwen3 Max Qwen3 VL 235B A22B Instruct Qwen3 VL 235B A22B Thinking Qwen3 VL 30B A3B Instruct Qwen3 VL 30B A3B Thinking Qwen3 VL 32B Instruct Qwen3 VL 32B Thinking Qwen3 VL 4B Instruct Qwen3 VL 4B Thinking Qwen3 VL 8B Instruct Qwen3 VL 8B Thinking Qwen3-Next-80B-A3B-Instruct Qwen3-Next-80B-A3B-Thinking Qwen3-235B-A22B-Thinking-2507 Qwen3-235B-A22B-Instruct-2507 Qwen3 235B A22B Qwen3 30B A3B Qwen3 32B Qwen2.5-Omni-7B QwQ-32B Qwen2.5 VL 32B Instruct Qwen3-Coder 480B A35B Instruct Qwen2.5 VL 72B Instruct Qwen2.5 VL 7B Instruct Qwen3-Coder QvQ-72B-Preview QwQ-32B-Preview Qwen2.5 14B Instruct Qwen2.5 32B Instruct Qwen2.5 72B Instruct Qwen2.5 7B Instruct Qwen2.5-Coder 32B Instruct Qwen2.5-Coder 7B Instruct Qwen2-VL-72B-Instruct Qwen2 72B Instruct Qwen2 7B Instruct

AI21 Labs

2 models

Jamba 1.5 Large Jamba 1.5 Mini

Amazon

7 models

Nova 2 Lite Nova 2 Omni Nova 2 Pro Nova 2 Sonic Nova Lite Nova Micro Nova Pro

Baidu

2 models

ERNIE 5.0 ERNIE 4.5

ByteDance

4 models

Seed 2.1 Pro Seed 2.1 Turbo Seed 2.0 Lite Seed 2.0 Pro

Cohere

4 models

North Micro Vision Instruct North Mini Code 1.0 Command A+Command R+

IBM

2 models

IBM Granite 4.0 Tiny Preview Granite 3.3 8B Instruct

Inception

1 models

Mercury 2

inclusionAI

1 models

Ling-3.0-flash

LG AI Research

1 models

K-EXAONE-236B-A23B

Liquid AI

2 models

LFM2.5-VL-3B LFM2.5-2.6B

Meituan

4 models

LongCat-Flash-Lite LongCat-Flash-Thinking-2601 LongCat-Flash-Thinking LongCat-Flash-Chat

Microsoft

9 models

MAI-Code-1.1-Flash MAI-Code-1-Flash MAI-Thinking-1 Phi 4 Mini Phi-4-multimodal-instruct Phi 4 Phi-3.5-mini-instruct Phi-3.5-MoE-instruct Phi-3.5-vision-instruct

Moonshot AI

11 models

Kimi K3 Kimi K2.7 Code Kimi K2.7 Code HighSpeed Kimi K2.6 Kimi K2.5 Kimi K2 0905 Kimi K2-Instruct-0905 Kimi K2-Thinking-0905 Kimi K2 Base Kimi K2 Instruct Kimi-k1.5

Nous Research

1 models

Hermes 3 70B

NVIDIA

9 models

Nemotron 3.5 Lightning (30B A3B)Nemotron 3 Ultra (550B A55B)Nemotron 3 Super (120B A12B)Nemotron 3 Nano (30B A3B)Nemotron Nano 9B v2 Llama 3.1 Nemotron Ultra 253B v1 Llama 3.1 Nemotron Nano 8B V1 Llama-3.3 Nemotron Super 49B v1 Llama 3.1 Nemotron 70B Instruct

OpenBMB

1 models

MiniCPM-SALA

Poolside

2 models

Laguna S 2.1 Laguna XS 2.1

Sakana AI

1 models

Sakana Namazu

Sarvam AI

2 models

Sarvam-105B Sarvam-30B

StepFun

2 models

Step-3.5-Flash Step3-VL-10B

Tencent

1 models

Hy3

Thinking Machines

1 models

Inkling-Small

Unisound

1 models

Upstage

1 models

Solar Pro 4

Xiaomi

5 models

MiMo-V2.5-Pro MiMo-V2.5 MiMo-V2-Omni MiMo-V2-Pro MiMo-V2-Flash

Which model leads MathVista right now?

As of August 31, 2026, Seed 2.1 Pro by ByteDance is #1 for MathVista at 90.7%. Ranked by the MathVista score This board also tracks MathVista. Next on the same board: Seed 2.1 Turbo and o3. This mathvista leaderboard ranks models by MathVista. Scores come from public evals. Prices are the live API rates in the table above.

Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)

Top 8 for mathvista. Ranked by the MathVista score Input and output are dollars per million tokens.
Rank	Model	MathVista	Input /M	Output /M
1	Seed 2.1 Pro	90.7%	$0.89	$4.45
2	Seed 2.1 Turbo	90.5%	$0.50	$2.50
3	o3	86.8%	$2.00	$8.00
4	o4-mini	84.3%	$1.10	$4.40
5	Step3-VL-10B	84%	$0.10	$0.30
6	Command A+	80.6%	$2.50	$10.00
7	Kimi-k1.5	74.9%	$0.15	$2.50
8	Llama 4 Maverick	73.7%	$0.17	$0.85

Related LLM leaderboards

LLM Leaderboard Coding Math Agentic Reasoning Writing Science Finance Long Context Vision Open Source

Individual benchmark pages

Rank one eval at a time. All LLM benchmarks.

HLE SWE Bench Humanity's Last Exam (No Tools)Humanity's Last Exam (With Tools)Terminal-Bench 2.0 Terminal-Bench Terminal-Bench 2.1 Terminal-Bench 2 Terminal-Bench 3.0 ARC-AGI-1 Verified

MathVista FAQ

Who ranks #1 on the MathVista leaderboard?

As of August 31, 2026, Seed 2.1 Pro by ByteDance ranks #1 on MathVista at 90.7%. API pricing is $0.89/M input and $4.45/M output.

What are the top models on MathVista?

The current MathVista ranking as of August 31, 2026 is 1. Seed 2.1 Pro at 90.7%; 2. Seed 2.1 Turbo at 90.5%; 3. o3 at 86.8%.

Which mathvista model is the cheapest?

Llama 3.2 11B Instruct is the cheapest scored model on this mathvista leaderboard at $0.05/M input and $0.05/M output ($0.10 blended). Seed 2.1 Pro still leads MathVista at 90.7%.

Should I always pick the #1 MathVista model?

Not automatically. Seed 2.1 Pro leads MathVista, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh MathVista against input/output price, context window, and related evals.

How often is the MathVista leaderboard updated?

Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 31, 2026. Treat it as a current index, not a one-off blog post.

What is MathVista?

MathVista is a public LLM eval (the MathVista score). This page ranks models that have published a score, next to live API prices.

Where is the MathVista leaderboard?

This page is the MathVista leaderboard. Models are sorted by MathVista, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.

How is this MathVista ranking different from the official board?

Official eval pages own the methodology. This page keeps the published MathVista score next to live API $/M so you can pick a production SKU, not only a trophy number.

MathVista vs price

You found the model. Now ship the product.

All Large Language Models

OpenAI

Anthropic

Google

Cursor

xAI

DeepSeek

MiniMax

Qwen

AI21 Labs

Amazon

Baidu

ByteDance

Cohere

IBM

Inception

inclusionAI

LG AI Research

Liquid AI

Meituan

Meta

Microsoft

Mistral

Moonshot AI

Nous Research

NVIDIA

OpenBMB

Poolside

Sakana AI

Sarvam AI

StepFun

Tencent

Thinking Machines

Unisound

Upstage

Xiaomi

Z AI

Which model leads MathVista right now?

Related LLM leaderboards

Individual benchmark pages

MathVista FAQ

Who ranks #1 on the MathVista leaderboard?

What are the top models on MathVista?

Which mathvista model is the cheapest?

Should I always pick the #1 MathVista model?

How often is the MathVista leaderboard updated?

What is MathVista?

Where is the MathVista leaderboard?

How is this MathVista ranking different from the official board?