模型短名单

适合图像理解的视觉模型 API

比较截图、文档、商品图、客服附件等场景的视觉模型 API,并标价格与能力。

这份候选名单适合什么用途: 视觉模型

视觉 API 适合截图、收据、商品图、工单附件。关键是模型能不能吃你的图、要不要 JSON 输出、在你自己的样本上错得有多离谱。价格放第二。这页只放一小撮候选,方便你 A/B,而不是扫整本目录。

来源依据: NextModel 的能力映射,以及可用时的 OpenRouter 输入模态元数据。 · 更新日期 2026-07-01

步骤

如何使用这份名单(视觉模型)

  1. 对照任务选模型。 先看「视觉模型」短名单是否覆盖你的真实任务,不要只比标价。
  2. 用同一批提示词试跑。 挑 2–3 个候选,用业务提示词对比质量与输出长度。
  3. 估算月费。 用价格页或成本计算器,按预计 token 量估算月度花费。
  4. 定兜底与预算。 定主模型、兜底模型,设项目预算后再接生产流量。

匹配分

推荐候选 视觉模型

先从候选名单开始,再用真实提示词测试,并在接入生产路由前比较月度成本。

GoogleCatalogHealthytypical

‌Gemini 4 Argon via NextModel: 1M-token context; $2 / 1M tokens in / $10 / 1M tokens out per 1M tokens. Capabilities: streaming, tool, json.

$2 / 1M tokensInput$10 / 1M tokensOutput1MContext
Best forimage understanding, multimodal chat
StreamingTool callingJSON modeVisionLong context
Platform curatedCurated and maintained in the NextModel catalog
View details
AnthropicCatalogHealthyfast

Claude Haiku 5.5 via NextModel: 1M-token context; Starting at $0.1 / 1M tokens in / $0.5 / 1M tokens out per 1M tokens. Capabilities: streaming, tool, json.

Starting at $0.1 / 1M tokensInput$0.5 / 1M tokensOutput1MContext
Best forimage understanding, multimodal chat
StreamingTool callingJSON modeVisionLong context
Platform curatedCurated and maintained in the NextModel catalog
View details
DoubaoCatalog

Doubao Seedance 2.5 via NextModel: context unpublished; $0.225 / s in / — out per 1M tokens. Capabilities: streaming, vision.

$0.225 / sPer second—Context
Best forimage understanding, multimodal chat
StreamingVision
Platform curatedCurated and maintained in the NextModel catalog
View details
DreaminaCatalog

Dreamina-Seedance 2.0 Fast via NextModel: context unpublished; $0.122 / s in / — out per 1M tokens. Capabilities: streaming, vision.

$0.122 / sPer second—Context
Best forimage understanding, multimodal chat
StreamingVision
Platform curatedCurated and maintained in the NextModel catalog
View details

比较表

按价格、提供方、上下文、能力和来源比较这份候选名单。

缩小生产候选、建立兜底策略或比较模型经济性时用。

ModelProviderInputOutputContextCapabilitiesBest forLatencyStatusSource
‌Gemini 4 Argongoogle/gemini-4-argonGoogle$2 / 1M tokens$10 / 1M tokens1M
StreamingTool callingJSON modeVision
image understanding, multimodal chat2974-10589msCatalogPlatform curated
Claude Haiku 5.5anthropic/claude-haiku-5.5AnthropicStarting at $0.1 / 1M tokens$0.5 / 1M tokens1M
StreamingTool callingJSON modeVision
image understanding, multimodal chat1321-2017msCatalogPlatform curated
Doubao Seedance 2.5doubao/doubao-seedance-2-5-260628Doubao$0.225 / s——
StreamingVision
image understanding, multimodal chat0-0msCatalogPlatform curated
Dreamina-Seedance 2.0 Fastdreamina/dreamina-seedance-2-0-fast-260128Dreamina$0.122 / s——
StreamingVision
image understanding, multimodal chat0-0msCatalogPlatform curated
Dreamina Seedance 2.5dreamina/dreamina-seedance-2-5-260628Dreamina$0.234 / s——
StreamingVision
image understanding, multimodal chat0-0msCatalogPlatform curated
Gemini 3 Pro Image (Nano Banana Pro) gemini/gemini-3-pro-imageGemini$0.314 / image——
StreamingVision
image understanding, multimodal chat0-0msCatalogPlatform curated
Gemini 3.1 Flash Image (Nano Banana 2)gemini/gemini-3.1-flash-imageGemini$0.151 / image——
StreamingVision
image understanding, multimodal chat0-0msCatalogPlatform curated
Qwen-Image-2.0 CNqwen/qwen-image-2.0-cnQwen$0.0287 / image——
StreamingVision
image understanding, multimodal chat0-0msCatalogPlatform curated

常见问题

视觉模型 常见问题

选视觉模型 API 前应该比较什么?

图像输入支持、是否需要 JSON、延迟、输出成本,以及真实图片上的质量。合成基准经常骗人。

低成本模型可以处理视觉任务吗?

轻量任务可以。密文档和高精度抽取通常需要更强模型和真实评测集。

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