Ranking
Best Vision LLM
Rank multimodal AI models for screenshots, images, and visual QA.
Answer Summary / AI 摘要
Updated 2026-09-02
Best Vision LLM 使用 reasoning 作为核心指标，对 125 个 AI 模型进行排序。English summary: this ranking compares AI models by reasoning; the current top result is GPT-5.1.
- Primary metric: reasoning
- Models included: 125
- Top result: GPT-5.1
| Rank | 模型 | 价格 | 上下文 | 目录评分* |
|---|---|---|---|---|
| #1 | GPT-5.1 OpenAI | $1.25 in / $10.00 out | 400K tokens | 98/100 |
| #2 | Claude 4.6 Sonnet Anthropic | $3.00 in / $15.00 out | 200K tokens | 94/100 |
| #3 | Gemini 3 Pro | $2.50 in / $10.00 out | 1M tokens | 92/100 |
| #4 | Qwen 3.5 Max Alibaba Cloud | $0.800 in / $2.40 out | 128K tokens | 86/100 |
| #5 | Amazon: Nova 2 Lite Other | $0.300 in / $2.50 out | 1M tokens | 76/100 |
| #6 | Amazon: Nova Premier 1.0 Other | $2.50 in / $12.50 out | 1M tokens | 76/100 |
| #7 | Anthropic Claude Haiku Latest Anthropic | $1.00 in / $5.00 out | 200K tokens | 76/100 |
| #8 | Anthropic Claude Sonnet Latest Anthropic | $2.00 in / $10.00 out | 1M tokens | 76/100 |
| #9 | Anthropic: Claude Fable 5 Anthropic | $5.00 in / $25.00 out | 1M tokens | 76/100 |
| #10 | Anthropic: Claude Fable 5.1 Anthropic | $10.00 in / $50.00 out | 1M tokens | 76/100 |
| #11 | Anthropic: Claude Fable Latest Anthropic | $10.00 in / $50.00 out | 1M tokens | 76/100 |
| #12 | Anthropic: Claude Haiku 4.5 Anthropic | $1.00 in / $5.00 out | 200K tokens | 76/100 |
| #13 | Anthropic: Claude Opus 4.5 Anthropic | $5.00 in / $25.00 out | 200K tokens | 76/100 |
| #14 | Anthropic: Claude Opus 4.6 Anthropic | $2.50 in / $12.50 out | 1M tokens | 76/100 |
| #15 | Anthropic: Claude Opus 4.7 Anthropic | $2.50 in / $12.50 out | 1M tokens | 76/100 |
| #16 | Anthropic: Claude Opus 4.8 Anthropic | $2.50 in / $12.50 out | 1M tokens | 76/100 |
| #17 | Anthropic: Claude Opus 4.8 (Fast) Anthropic | $10.00 in / $50.00 out | 1M tokens | 76/100 |
| #18 | Anthropic: Claude Opus Latest Anthropic | $5.00 in / $25.00 out | 1M tokens | 76/100 |
| #19 | Anthropic: Claude Sonnet 4.6 Anthropic | $3.00 in / $15.00 out | 1M tokens | 76/100 |
| #20 | Anthropic: Claude Sonnet 5 Anthropic | $1.00 in / $5.00 out | 1M tokens | 76/100 |
| #21 | Auto Router (Beta) Other | $-1000000.000 in / $-1000000.000 out | 2M tokens | 76/100 |
| #22 | ByteDance Seed: Seed 1.6 Other | $0.250 in / $2.00 out | 262K tokens | 76/100 |
| #23 | ByteDance Seed: Seed 1.6 Flash Other | $0.075 in / $0.300 out | 262K tokens | 76/100 |
| #24 | ByteDance Seed: Seed 2.1 Turbo Other | $0.500 in / $2.50 out | 262K tokens | 76/100 |
| #25 | ByteDance Seed: Seed-2.0-Code Other | $0.500 in / $3.00 out | 262K tokens | 76/100 |
| #26 | ByteDance Seed: Seed-2.0-Lite Other | $0.250 in / $2.00 out | 262K tokens | 76/100 |
| #27 | ByteDance Seed: Seed-2.0-Mini Other | $0.100 in / $0.400 out | 262K tokens | 76/100 |
| #28 | Claude Opus 5 Anthropic | $2.50 in / $12.50 out | 1M tokens | 76/100 |
| #29 | Claude Opus 5 (Fast) Anthropic | $10.00 in / $50.00 out | 1M tokens | 76/100 |
| #30 | DeepSeek: DeepSeek V4 Flash Vision Exp DeepSeek | $0.440 in / $1.32 out | 1.048576M tokens | 76/100 |
| #31 | Google Gemini Flash Latest | $0.750 in / $3.75 out | 1.048576M tokens | 76/100 |
| #32 | Google Gemini Pro Latest | $2.00 in / $12.00 out | 1.048576M tokens | 76/100 |
| #33 | Google: Gemini 3 Flash Preview | $0.250 in / $1.50 out | 1.048576M tokens | 76/100 |
| #34 | Google: Gemini 3.1 Flash Lite | $0.125 in / $0.750 out | 1.048576M tokens | 76/100 |
| #35 | Google: Gemini 3.1 Flash Lite Preview | $0.250 in / $1.50 out | 1.048576M tokens | 76/100 |
| #36 | Google: Gemini 3.1 Pro Preview | $1.00 in / $6.00 out | 1.048576M tokens | 76/100 |
| #37 | Google: Gemini 3.1 Pro Preview Custom Tools | $2.00 in / $12.00 out | 1.048576M tokens | 76/100 |
| #38 | Google: Gemini 3.5 Flash | $0.750 in / $4.50 out | 1.048576M tokens | 76/100 |
| #39 | Google: Gemini 3.5 Flash Lite | $0.150 in / $1.25 out | 1.048576M tokens | 76/100 |
| #40 | Google: Gemini 3.6 Flash | $0.375 in / $1.88 out | 1.048576M tokens | 76/100 |
| #41 | Google: Gemini 3.7 Flash | $0.188 in / $0.938 out | 1.048576M tokens | 76/100 |
| #42 | Google: Gemma 4 26B A4B | $0.070 in / $0.340 out | 262K tokens | 76/100 |
| #43 | Google: Gemma 4 31B | $0.090 in / $0.340 out | 262K tokens | 76/100 |
| #44 | Meta: Muse Glimmer 30B Other | $0.350 in / $1.50 out | 131K tokens | 76/100 |
| #45 | Meta: Muse Spark 1.1 Other | $1.25 in / $4.25 out | 1.048576M tokens | 76/100 |
| #46 | Meta: Muse Spark 1.2 Other | $1.25 in / $4.25 out | 1.048576M tokens | 76/100 |
| #47 | Meta: Muse Spark 1.2 Contributor Other | $0.100 in / $0.200 out | 1.048576M tokens | 76/100 |
| #48 | MiniMax: MiniMax M3 Other | $0.300 in / $1.20 out | 524K tokens | 76/100 |
| #49 | Mistral: Ministral 3 14B 2512 Mistral AI | $0.200 in / $0.200 out | 262K tokens | 76/100 |
| #50 | Mistral: Ministral 3 3B 2512 Mistral AI | $0.100 in / $0.100 out | 131K tokens | 76/100 |
| #51 | Mistral: Ministral 3 8B 2512 Mistral AI | $0.150 in / $0.150 out | 262K tokens | 76/100 |
| #52 | Mistral: Mistral Large 3 2512 Mistral AI | $0.500 in / $1.50 out | 262K tokens | 76/100 |
| #53 | Mistral: Mistral Medium 3.5 Mistral AI | $0.750 in / $3.75 out | 262K tokens | 76/100 |
| #54 | Mistral: Mistral Small 4 Mistral AI | $0.150 in / $0.600 out | 262K tokens | 76/100 |
| #55 | MoonshotAI Kimi Latest Other | $2.55 in / $12.75 out | 1.048576M tokens | 76/100 |
| #56 | MoonshotAI: Kimi K2.5 Other | $0.570 in / $2.85 out | 262K tokens | 76/100 |
| #57 | MoonshotAI: Kimi K2.6 Other | $0.950 in / $4.00 out | 262K tokens | 76/100 |
| #58 | MoonshotAI: Kimi K2.7 Code Other | $0.950 in / $4.00 out | 262K tokens | 76/100 |
| #59 | MoonshotAI: Kimi K3 Other | $3.00 in / $15.00 out | 1.048576M tokens | 76/100 |
| #60 | Nex AGI: Nex-N2-Mini Other | $0.025 in / $0.100 out | 262K tokens | 76/100 |
| #61 | Nex AGI: Nex-N2-Pro Other | $0.250 in / $1.00 out | 262K tokens | 76/100 |
| #62 | OpenAI GPT Latest OpenAI | $2.00 in / $10.00 out | 1.05M tokens | 76/100 |
| #63 | OpenAI GPT Mini Latest OpenAI | $0.750 in / $4.50 out | 400K tokens | 76/100 |
| #64 | OpenAI: GPT Chat Latest OpenAI | $5.00 in / $30.00 out | 400K tokens | 76/100 |
| #65 | OpenAI: GPT-5.1 Chat OpenAI | $1.25 in / $10.00 out | 128K tokens | 76/100 |
| #66 | OpenAI: GPT-5.1-Codex OpenAI | $1.25 in / $10.00 out | 400K tokens | 76/100 |
| #67 | OpenAI: GPT-5.1-Codex-Max OpenAI | $1.25 in / $10.00 out | 400K tokens | 76/100 |
| #68 | OpenAI: GPT-5.1-Codex-Mini OpenAI | $0.250 in / $2.00 out | 400K tokens | 76/100 |
| #69 | OpenAI: GPT-5.2 OpenAI | $1.75 in / $14.00 out | 400K tokens | 76/100 |
| #70 | OpenAI: GPT-5.2 Chat OpenAI | $1.75 in / $14.00 out | 128K tokens | 76/100 |
| #71 | OpenAI: GPT-5.2-Codex OpenAI | $1.75 in / $14.00 out | 400K tokens | 76/100 |
| #72 | OpenAI: GPT-5.3 Chat OpenAI | $1.75 in / $14.00 out | 128K tokens | 76/100 |
| #73 | OpenAI: GPT-5.3-Codex OpenAI | $1.75 in / $14.00 out | 400K tokens | 76/100 |
| #74 | OpenAI: GPT-5.4 OpenAI | $1.25 in / $7.50 out | 1.05M tokens | 76/100 |
| #75 | OpenAI: GPT-5.4 Mini OpenAI | $0.375 in / $2.25 out | 400K tokens | 76/100 |
| #76 | OpenAI: GPT-5.4 Nano OpenAI | $0.100 in / $0.625 out | 400K tokens | 76/100 |
| #77 | OpenAI: GPT-5.5 OpenAI | $2.50 in / $15.00 out | 1.05M tokens | 76/100 |
| #78 | OpenAI: GPT-5.6 Luna OpenAI | $0.100 in / $0.600 out | 1.05M tokens | 76/100 |
| #79 | OpenAI: GPT-5.6 Luna Pro OpenAI | $0.100 in / $0.600 out | 1.05M tokens | 76/100 |
| #80 | OpenAI: GPT-5.6 Sol OpenAI | $1.00 in / $5.00 out | 1.05M tokens | 76/100 |
| #81 | OpenAI: GPT-5.6 Sol Pro OpenAI | $1.00 in / $5.00 out | 1.05M tokens | 76/100 |
| #82 | OpenAI: GPT-5.6 Terra OpenAI | $1.00 in / $6.00 out | 1.05M tokens | 76/100 |
| #83 | OpenAI: GPT-5.6 Terra Pro OpenAI | $1.00 in / $6.00 out | 1.05M tokens | 76/100 |
| #84 | OpenAI: o3 Deep Research OpenAI | $10.00 in / $40.00 out | 200K tokens | 76/100 |
| #85 | OpenAI: o4 Mini Deep Research OpenAI | $2.00 in / $8.00 out | 200K tokens | 76/100 |
| #86 | Perceptron: Perceptron Mk1 Other | $0.150 in / $1.50 out | 33K tokens | 76/100 |
| #87 | Perplexity: Sonar Pro Search Other | $3.00 in / $15.00 out | 200K tokens | 76/100 |
| #88 | Qwen: Qwen3 VL 30B A3B Thinking Alibaba Cloud | $0.130 in / $1.56 out | 131K tokens | 76/100 |
| #89 | Qwen: Qwen3 VL 32B Instruct Alibaba Cloud | $0.104 in / $0.416 out | 262K tokens | 76/100 |
| #90 | Qwen: Qwen3 VL 8B Instruct Alibaba Cloud | $0.080 in / $0.500 out | 256K tokens | 76/100 |
| #91 | Qwen: Qwen3 VL 8B Thinking Alibaba Cloud | $0.117 in / $1.36 out | 256K tokens | 76/100 |
| #92 | Qwen: Qwen3.5 397B A17B Alibaba Cloud | $0.390 in / $2.34 out | 262K tokens | 76/100 |
| #93 | Qwen: Qwen3.5 Plus 2026-02-15 Alibaba Cloud | $0.260 in / $1.56 out | 1M tokens | 76/100 |
| #94 | Qwen: Qwen3.5 Plus 2026-04-20 Alibaba Cloud | $0.300 in / $1.80 out | 1M tokens | 76/100 |
| #95 | Qwen: Qwen3.5-122B-A10B Alibaba Cloud | $0.290 in / $2.40 out | 262K tokens | 76/100 |
| #96 | Qwen: Qwen3.5-27B Alibaba Cloud | $0.195 in / $1.56 out | 262K tokens | 76/100 |
| #97 | Qwen: Qwen3.5-35B-A3B Alibaba Cloud | $0.140 in / $1.00 out | 262K tokens | 76/100 |
| #98 | Qwen: Qwen3.5-9B Alibaba Cloud | $0.100 in / $0.150 out | 262K tokens | 76/100 |
| #99 | Qwen: Qwen3.5-Flash Alibaba Cloud | $0.065 in / $0.260 out | 1M tokens | 76/100 |
| #100 | Qwen: Qwen3.6 27B Alibaba Cloud | $0.600 in / $3.60 out | 262K tokens | 76/100 |
| #101 | Qwen: Qwen3.6 35B A3B Alibaba Cloud | $0.100 in / $0.900 out | 262K tokens | 76/100 |
| #102 | Qwen: Qwen3.6 Flash Alibaba Cloud | $0.188 in / $1.13 out | 1M tokens | 76/100 |
| #103 | Qwen: Qwen3.6 Plus Alibaba Cloud | $0.325 in / $1.95 out | 1M tokens | 76/100 |
| #104 | Qwen: Qwen3.7 Flash Alibaba Cloud | $0.030 in / $0.130 out | 1M tokens | 76/100 |
| #105 | Qwen: Qwen3.7 Plus Alibaba Cloud | $0.320 in / $1.28 out | 1M tokens | 76/100 |
| #106 | Qwen: Qwen3.8 27B Alibaba Cloud | $0.425 in / $2.55 out | 1M tokens | 76/100 |
| #107 | Qwen: Qwen3.8 Flash Alibaba Cloud | $0.150 in / $0.470 out | 1M tokens | 76/100 |
| #108 | Qwen: Qwen3.8 Max Alibaba Cloud | $2.00 in / $6.00 out | 1M tokens | 76/100 |
| #109 | Reka Edge Other | $0.100 in / $0.100 out | 16K tokens | 76/100 |
| #110 | Sakana: Fugu Ultra Other | $5.00 in / $30.00 out | 1M tokens | 76/100 |
| #111 | Sakana: Sakana Namazu Other | $0.950 in / $4.00 out | 262K tokens | 76/100 |
| #112 | SpaceXAI: Grok 4.20 Other | $1.25 in / $2.50 out | 2M tokens | 76/100 |
| #113 | SpaceXAI: Grok 4.20 Multi-Agent Other | $1.25 in / $2.50 out | 2M tokens | 76/100 |
| #114 | SpaceXAI: Grok 4.3 Other | $1.25 in / $2.50 out | 1M tokens | 76/100 |
| #115 | SpaceXAI: Grok 4.5 Other | $2.00 in / $6.00 out | 500K tokens | 76/100 |
| #116 | SpaceXAI: Grok 4.6 Other | $2.00 in / $6.00 out | 500K tokens | 76/100 |
| #117 | SpaceXAI: Grok Build 0.1 Other | $1.00 in / $2.00 out | 256K tokens | 76/100 |
| #118 | StepFun: Step 3.7 Flash Other | $0.200 in / $1.15 out | 262K tokens | 76/100 |
| #119 | VoyageAI by MongoDB: voyage-multimodal-3.5 Other | $0.120 in / $0.000 out | 32K tokens | 76/100 |
| #120 | Xiaomi: MiMo-V2.5 Other | $0.140 in / $0.280 out | 1.05M tokens | 76/100 |
| #121 | Z.ai: GLM 4.6V Other | $0.300 in / $0.900 out | 131K tokens | 76/100 |
| #122 | Z.ai: GLM 5.3 Flash Other | $0.150 in / $0.500 out | 1.048575M tokens | 76/100 |
| #123 | Z.ai: GLM 5V Turbo Other | $1.20 in / $4.00 out | 203K tokens | 76/100 |
| #124 | Z.ai: GLM Flash Latest Other | $0.075 in / $0.250 out | 1.31072M tokens | 76/100 |
| #125 | xAI: Grok Latest Other | $2.00 in / $6.00 out | 500K tokens | 76/100 |
* 目录评分用于候选模型排序，基于编辑判断与目录能力信号，不代表独立 benchmark 成绩。生产选型请使用自己的任务集复测。
Facts Table / Source Facts
字段含义、来源优先级与更新时间规则见数据与排名方法。
| Field | Value | Note |
|---|---|---|
| Ranking | Best Vision LLM | Catalog data |
| Primary metric | reasoning | Catalog data |
| Models included | 125 | Catalog data |
| Methodology | Sort by editorial catalog signals, then review price, context window, vision support, and function calling. The score is not an independent benchmark result. | Catalog data |
| Updated | 2026-09-02 | Catalog data |
排名方法
Sort by editorial catalog signals, then review price, context window, vision support, and function calling. The score is not an independent benchmark result.
FAQ
Best Vision LLM 排名如何计算？+
排名由结构化目录数据和编辑判断生成，结合价格、能力信号、上下文长度和关键 API 能力；目录评分不是独立 benchmark 成绩。
这个排行榜适合直接做采购决策吗？+
它适合做候选列表，生产采购前仍需要用自己的任务样本做评估。
引用格式 / Citation Format
AI 搜索或研究型回答可以引用下面的稳定格式。
Plain text
ModelPort Hub. "Best Vision LLM: AI Model Ranking." Updated 2026-09-02. https://modelporthub.com/rankings/best-vision-llm
Markdown
[Best Vision LLM: AI Model Ranking](https://modelporthub.com/rankings/best-vision-llm) — ModelPort Hub, updated 2026-09-02.