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正面對決基準比較
Fireworks vs Models.dev
Fireworks 每月有 659,687 次造訪，月增率 +6%，定價模式為需聯絡報價。Models.dev 每月有 200,451 次造訪，成長率 -3.9%，定價模式為免費。
Fireworks 每月有 659,687 次造訪，月增率 +6%，定價模式為需聯絡報價。Models.dev 每月有 200,451 次造訪，成長率 -3.9%，定價模式為免費。
| 面向／指標 |  | |
|---|---|---|
| 官方網域 | fireworks.ai | models.dev |
| 定價模式 | 需聯絡報價 | 免費 |
| 每月造訪次數 | 65.97萬 (659,687) | 20.05萬 (200,451) |
| 月流量變化量 | +3.73萬 (+6%) | -8167 (-3.9%) |
| 主要市場與市佔 | 🇺🇸 美國 (50.6%) | 🇨🇳 中國 (23%) |
| 每月直接造訪 | 31.38萬 | 13.63萬 |
| 使用者評分 | 4.6 | 4.4 |
| 支援平台 | 網站 | 網站 |
執行、集成並訓練開源模型，打造你自己的專門化智慧
執行開源模型與自有微調模型，吞吐可達封裝 vLLM 方案供應商的約 4 倍，並以參考實作驗證品質。
快取命中率最高可達 99.6%，快取輸入單價為一半或更低，讓重複性負載明顯降本。
每一輪請求都交給最合適的模型，在準確率與每項完成任務成本之間取得平衡，而非鎖定單一模型。
以專有資料微調開源模型，建構競爭對手無法直接租用的領域專屬智慧。
開源 AI 模型資料庫，價格與能力一目了然
每個模型採用統一的 provider/model 格式，方便跨供應商直接對比同一模型。
並排查看上下文視窗、輸出上限、推理、工具呼叫、結構化輸出與溫度支援。
列出每百萬 token 的輸入輸出價格，並標註發布與更新日期。
在一個可排序目錄中同時涵蓋閉源旗艦 API 與各實驗室的開放權重模型。
專項更強專門為生成式媒體模型提供閃電般的無伺服器推論，但對通用文字 LLM 的關注較少。
提供機器學習模型的無縫部署與微調功能，但在文字推論上的延遲可能會較高。
免費 / 開源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.
免費 / 開源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.
一組相容 OpenAI 的 API，串接 500+ 圖像、影片、音訊與大模型
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.
免費 / 開源Provides decentralized serverless inference for open-source models, but offers less enterprise-grade reliability and support infrastructure.
專項更強Includes model pricing trackers and developer news alongside tools directories, but less focused on raw API specs.
