SEO 模型榜单

Best vision model APIs for image understanding

Compare vision-capable model APIs for image understanding, document screenshots, multimodal support workflows, and cost-sensitive routing.

Vision model APIs are useful for screenshots, receipts, product images, visual support tickets, and multimodal Q&A. The right choice depends on image input support, context size, price, and whether the same model must also produce structured JSON output. NextModel groups vision-capable candidates with price and capability labels so developers can test a small set of models quickly.

来源基础:NextModel capability mapping and OpenRouter input-modality metadata when available.

Fit score

推荐的 vision models 候选

先从短名单开始,再用真实提示词和月度成本估算做生产前验证。

AnthropicCatalog

Opus 4.7 is the next generation of Anthropic's Opus family, built for long-running, asynchronous agents. Building on the coding and agentic strengths of Opus 4.6, it delivers stronger performance on...

$5 / 1M tokensInput$25 / 1M tokensOutput1MContext
Best forfrontier reasoning, large codebase review, strategy analysis
Routingconfigured
Tool callingJSON modeLong contextReasoningStreamingVision
OpenRouter if availableOpenRouter public Models API live metadata; public price comes from the registry pricing rule
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AnthropicCatalog

Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...

$3 / 1M tokensInput$15 / 1M tokensOutput1MContext
Best forcoding agents, code review, complex writing
Routingconfigured
Tool callingJSON modeLong contextReasoningStreamingVision
OpenRouter if availableOpenRouter public Models API live metadata; public price comes from the registry pricing rule
查看详情
GoogleCatalog

Gemini 2.5 Pro is Google’s state-of-the-art AI model designed for advanced reasoning, coding, mathematics, and scientific tasks. It employs “thinking” capabilities, enabling it to reason through responses with enhanced accuracy...

$1.25 / 1M tokensInput$10 / 1M tokensOutput1MContext
Best forlong-context analysis, vision workflows, scientific reasoning
Routingconfigured
Tool callingVisionJSON modeLong contextReasoningStreaming
OpenRouter if availableOpenRouter public Models API live metadata; public price comes from the registry pricing rule
查看详情
VolcengineProduction

Doubao Seed 2.0 Mini is the lowest-cost production model currently exposed through the NextModel public gateway. It is a practical default for Chinese Q&A, classification, summarization, and lightweight multimodal tasks.

¥0.2 / 1M tokensInput¥2 / 1M tokensOutput128kContext
Best forChinese Q&A, low-cost general chat, multimodal understanding
Routingconfigured
Tool callingVisionJSON modeLong contextStreamingLow cost
Platform curatedNextModel production gateway and Volcengine pricing config
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对比表

按价格、提供方、上下文、能力和来源比较候选列表。

这张表是为搜索访客和开发团队准备的实用决策视图,而不是泛泛的模型名称罗列。

ModelProviderInputOutputContextCapabilitiesBest forLatencyStatusSource
Anthropic: Claude Opus 4.7anthropic/claude-opus-4.7Anthropic$5 / 1M tokens$25 / 1M tokens1M
Tool callingJSON modeLong contextReasoning
frontier reasoning, large codebase review2300-6800msCatalogOpenRouter if available
Anthropic: Claude Sonnet 4.5anthropic/claude-sonnet-4.5Anthropic$3 / 1M tokens$15 / 1M tokens1M
Tool callingJSON modeLong contextReasoning
coding agents, code review1600-4800msCatalogOpenRouter if available
Google: Gemini 2.5 Progoogle/gemini-2.5-proGoogle$1.25 / 1M tokens$10 / 1M tokens1M
Tool callingVisionJSON modeLong context
long-context analysis, vision workflows1500-5000msCatalogOpenRouter if available
Doubao Seed 2.0 Minidoubao-seed-2-0-miniVolcengine¥0.2 / 1M tokens¥2 / 1M tokens128k
Tool callingVisionJSON modeLong context
Chinese Q&A, low-cost general chat900-2600msProductionPlatform curated
Google: Gemini 2.5 Flashgoogle/gemini-2.5-flashGoogle$0.3 / 1M tokens$2.50 / 1M tokens1M
Tool callingVisionJSON modeLong context
long-document summarization, image Q&A900-2800msCatalogOpenRouter if available
OpenAI: GPT-4o-miniopenai/gpt-4o-miniOpenRouter$0.15 / 1M tokens$0.6 / 1M tokens128k
Tool callingVisionJSON modeLong context
low-cost chat, image understanding800-2400msCatalogOpenRouter if available
MoonshotAI: Kimi K2.6moonshotai/kimi-k2.6Moonshot AI$0.73 / 1M tokens$3.49 / 1M tokens262.1k
JSON modeLong contextStreamingTool calling
long Chinese documents, contract review1400-4400msCatalogOpenRouter if available
Meta: Llama 4 Maverickmeta-llama/llama-4-maverickMeta$0.15 / 1M tokens$0.6 / 1M tokens1M
JSON modeLong contextStreamingLow cost
open-model workflows, cost-sensitive long context950-2800msCatalogOpenRouter if available

FAQ

Vision models 常见问题

What should I compare before choosing a vision model API?

Compare input support, JSON output, latency, output-token cost, and the quality of answers on your own image samples.

Can low-cost models handle vision tasks?

Some low-cost models can handle lightweight vision tasks, but document-heavy or high-accuracy workflows should be benchmarked carefully.

Best vision model APIs for image understanding | NextModel 中文页 · NextModel