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Fireworks vs Models.dev
Fireworks 记录了 659,687 月访问量，月度环比增长为 +6%，定价为定价请咨询。Models.dev 记录了 200,451 月访问量，增长率为 -3.9%，定价为免费。
Fireworks 记录了 659,687 月访问量，月度环比增长为 +6%，定价为定价请咨询。Models.dev 记录了 200,451 月访问量，增长率为 -3.9%，定价为免费。
| 维度 / 指标 |  | |
|---|---|---|
| 官方域名 | fireworks.ai | models.dev |
| 定价模式 | 定价请咨询 | 免费 |
| 月访问量 | 65.97万 (659,687) | 20.05万 (200,451) |
| 月度环比流量变化 | +3.73万 (+6%) | -8167 (-3.9%) |
| 主要市场与份额 | 🇺🇸 美国 (50.6%) | 🇨🇳 中国 (23%) |
| 直接访问 / 月 | 31.38万 | 13.63万 |
| 用户评分 | 4.6 | 4.4 |
| 支持的平台 | 网站 | 网站 |
运行、集成并训练开源模型，打造你自己的专门化智能
运行开源模型与自有微调模型，吞吐可达封装 vLLM 方案提供商的约 4 倍，并以参考实现校验质量。
缓存命中率最高可达 99.6%，缓存输入单价为一半或更低，让重复性负载显著降本。
每一轮请求都交给最合适的模型，在准确率与每项完成任务的成本之间取得平衡，而非锁定单一模型。
用专有数据微调开源模型，构建竞争对手无法直接租用的领域专属智能。
开源 AI 模型数据库，价格与能力一目了然
每个模型采用统一的 provider/model 格式，便于跨供应商直接对比同一模型。
并排查看上下文窗口、输出上限、推理、工具调用、结构化输出与温度支持。
列出每百万 token 的输入输出价格，并标注发布与更新日期。
在一个可排序目录中同时覆盖闭源旗舰 API 与各实验室的开放权重模型。
专项更强专门为生成式媒体模型提供闪电般的无服务器推理，但对通用文本 LLM 的关注较少。
提供类似 Fireworks 的强大无服务器推理和模型微调，但具备更广泛的开发者云端生态系统。
提供机器学习模型的无缝部署与微调功能，但在文本推理上的延迟可能会较高。
免费 / 开源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
免费 / 开源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
一个兼容 OpenAI 的 API，接入 500+ 图像、视频、音频与大模型
Runware is an AI inference platform that exposes an enormous model catalog — images, video, audio, LLMs and 3D — through a single API endpoint, alongside serverless GPU compute and reserved capacity running on modular data centers the company designs and operates itself. It is aimed at developers and product teams who want to ship generative features without managing infrastructure.
Runware is an AI inference platform that exposes an enormous model catalog — images, video, audio, LLMs and 3D — through a single API endpoint, alongside serverless GPU compute and reserved capacity running on modular data centers the company designs and operates itself. It is aimed at developers and product teams who want to ship generative features without managing infrastructure.
Hosts high-performance open and commercial models with competitive pricing, but has a less established western developer community.
Hosts high-performance open and commercial models with competitive pricing, but has a less established western developer community.
免费 / 开源Provides decentralized serverless inference for open-source models, but offers less enterprise-grade reliability and support infrastructure.
专项更强Includes model pricing trackers and developer news alongside tools directories, but less focused on raw API specs.
专项更强Includes model pricing trackers and developer news alongside tools directories, but less focused on raw API specs.
