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Fireworks vs Datascale
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。Datascale 记录了 1,304 月访问量，增长率为 +9.4%，定价为免费试用。
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。Datascale 记录了 1,304 月访问量，增长率为 +9.4%，定价为免费试用。
| 维度 / 指标 |  | |
|---|---|---|
| 官方域名 | fireworks.ai | getdatascale.com |
| 定价模式 | 定价请咨询 | 免费试用 |
| 月访问量 | 65.97万 (659,687) | 1304 (1,304) |
| 月度环比流量变化 | +3.73万 (+6%) | +112 (+9.4%) |
| 主要市场与份额 | 🇺🇸 美国 (50.6%) | 🇮🇳 印度 (100%) |
| 直接访问 / 月 | 31.38万 | 504 |
| 用户评分 | 4.6 | 4.3 |
| 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。
用 AI 原生画布反推、绘制并记录 SQL 数据系统
读取 DDL、CTAS、视图与 INSERT INTO 语句即可重建数据架构，无需迁移或改框架。
即使没有声明主外键，也能识别出关联关系，呈现数据的真实结构。
框选节点与表后直接提问、重构模型或就地协同设计，无需切换工具。
基于真实 SQL 映射依赖与跨表关系，便于追踪改动带来的下游影响。
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.
