公开入口
BatchIn
API + 白标 + 专属 GPU
Gongji Cloud
弹性 GPU 与 Serverless
Elastic Compute ComparisonReviewed against public product surfaces on April 12, 2026.
Elastic compute
BatchIn vs Gongji Cloud
共绩算力更像弹性算力与云主机平台；百因智算更强调推理 API、可验链路、白标交付和国产硬件规划。
- 共绩算力公开页面更突出 4090 弹性供给、云主机和个人开发者补贴。
- 百因智算同时强调推理 API、白标、可验推理和专属 GPU 交付。
- 对于需要国产芯片规划或更完整企业边界的团队，百因智算的产品面更一致。
可信层
BatchIn
可验推理与签名审计记录
Gongji Cloud
公开页面未见等价验证层
硬件规划
BatchIn
H20 / A800 / 910C / H200 路线
Gongji Cloud
4090 公开菜单更突出
Bottom line
如果你要的是 4090 弹性供给和个人开发者上手速度，共绩算力很直接；如果你要的是可验推理、企业交付和国产硬件路线，百因智算更完整。
How to use this page
Start with the proof cards, then read the capability-by-capability comparison. Finish with the fit section to decide whether you are buying an API, a GPU platform, or a system that is ready to be operated.
Comparison proof chain
Map every conclusion on this page back to the same route, cost, and cache proof chain.
If a comparison claim is strong enough to influence migration or procurement, it should also be explainable through request lookup, route reason, and billed-vs-uncached truth.
Request proof
Start with X-Request-Id
Streaming output can finish before the final cost and routing metadata are flushed. Keep the request id, then reopen the settled record through request lookup.
Route reason
Explain why the route changed
Every claim on these compare pages should map back to a route reason: local direct, queue spill, upstream fallback, or durable response-cache replay.
Cost truth
Separate billed cost from uncached truth
`X-BatchIn-Effective-Cost-Cents` is the settled billed truth. `X-BatchIn-Uncached-Cost-Cents` is the counterfactual without cache discounts or replay.
Cache boundary
Prompt cache is not response replay
Prompt-cache discounts still represent a real model invocation. Durable response-cache replay is a separate path and should stay explicit.
产品边界
BatchIn
把推理 API、可验推理、白标交付和专属 GPU 放进同一产品边界。
Gongji Cloud
以云主机、Serverless 和弹性算力为主，更偏基础设施平台。
硬件路线
BatchIn
同时保留 H20、A800、910C、H200 等多条部署路线，适合国产/区域化项目规划。
Gongji Cloud
公开价格和入口更强调 4090 弹性供给与开发者上手。
企业交付
BatchIn
适合白标 API、可验交付和需要明确操作者边界的客户项目。
Gongji Cloud
更适合先解决弹性算力和开发环境获取，再由团队自行补齐产品层。
可信证明
BatchIn
支持签名记录、浏览器侧验签和面向外部审计的说明页面。
Gongji Cloud
公开页面重点不在可验推理或签名证明。
Choose BatchIn when
- 你需要可验推理、白标交付和企业项目所需的操作者边界。
- 你希望国产芯片、绿电算力和 API 交付放在一条产品叙事里。
- 你想把平台直接交给客户或内部业务团队使用，而不是只买算力。
Choose Gongji Cloud when
- 你当前更需要 4090 弹性算力、云主机和个人开发者上手速度。
- 你愿意自己补齐推理产品层、审计层和企业交付层。
- 你的首要目标是快速获得算力，而不是搭建完整对外交付平台。
Next step
Turn the comparison from “who is cheaper” into “which operator path actually helps you ship.”
If you want, we can translate this page into a concrete migration or procurement recommendation based on your model mix, budget shape, and rollout constraints.