Ranking
Best Vision LLM
Rank multimodal AI models for screenshots, images, and visual QA.
Answer Summary / AI 摘要
Updated 2026-07-18
Best Vision LLM 使用 reasoning 作为核心指标，对 25 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: 25
- Top result: GPT-5.1
| Rank | 模型 | 价格 | 上下文 | 目录评分* |
|---|---|---|---|---|
| #1 | GPT-5.1 OpenAI | $4.50 in / $13.50 out | 256K 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 | Anthropic: Claude Opus 4.8 Anthropic | $5.00 in / $25.00 out | 1M tokens | 76/100 |
| #6 | Anthropic: Claude Opus 4.8 (Fast) Anthropic | $10.00 in / $50.00 out | 1M tokens | 76/100 |
| #7 | Auto Router (Beta) Other | $-1000000.000 in / $-1000000.000 out | 2M tokens | 76/100 |
| #8 | Google: Gemini 3.5 Flash | $1.50 in / $9.00 out | 1.048576M tokens | 76/100 |
| #9 | Google: Gemma 4 31B | $0.220 in / $0.550 out | 262K tokens | 76/100 |
| #10 | Meta: Muse Spark 1.1 Other | $1.25 in / $4.25 out | 1.048576M tokens | 76/100 |
| #11 | MiniMax: MiniMax M3 Other | $0.300 in / $1.20 out | 1.048576M tokens | 76/100 |
| #12 | MoonshotAI Kimi Latest Other | $3.00 in / $15.00 out | 1.048576M tokens | 76/100 |
| #13 | MoonshotAI: Kimi K2.5 Other | $0.570 in / $2.85 out | 262K tokens | 76/100 |
| #14 | MoonshotAI: Kimi K2.6 Other | $0.950 in / $4.00 out | 262K tokens | 76/100 |
| #15 | MoonshotAI: Kimi K2.7 Code Other | $1.00 in / $4.40 out | 262K tokens | 76/100 |
| #16 | MoonshotAI: Kimi K3 Other | $3.00 in / $15.00 out | 1.048576M tokens | 76/100 |
| #17 | OpenAI: GPT-5.1 Chat OpenAI | $1.25 in / $10.00 out | 128K tokens | 76/100 |
| #18 | OpenAI: GPT-5.1-Codex OpenAI | $1.25 in / $10.00 out | 400K tokens | 76/100 |
| #19 | Perceptron: Perceptron Mk1 Other | $0.150 in / $1.50 out | 33K tokens | 76/100 |
| #20 | Qwen: Qwen3.5 397B A17B Alibaba Cloud | $0.390 in / $2.34 out | 262K tokens | 76/100 |
| #21 | Qwen: Qwen3.5-27B Alibaba Cloud | $0.260 in / $2.60 out | 262K tokens | 76/100 |
| #22 | Qwen: Qwen3.5-35B-A3B Alibaba Cloud | $0.140 in / $1.00 out | 262K tokens | 76/100 |
| #23 | Qwen: Qwen3.7 Plus Alibaba Cloud | $0.320 in / $1.28 out | 1M tokens | 76/100 |
| #24 | StepFun: Step 3.7 Flash Other | $0.200 in / $1.15 out | 256K tokens | 76/100 |
| #25 | xAI: Grok Build 0.1 Other | $1.00 in / $2.00 out | 256K 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 | 25 | 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 | 2026-07-18 | 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 2026-07-18. https://modelporthub.com/rankings/best-vision-llm
Markdown
[Best Vision LLM: AI Model Ranking](https://modelporthub.com/rankings/best-vision-llm) — ModelPort Hub, updated 2026-07-18.