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Braintrust AI
云端Cloud 商业平台Commercial platform 自托管Self-hosted WebUIWebUI evaleval 混合Hybrid CICI partial lifecycle: active 核验Checked 2026-11-06

核验标记表示资料完整度,不是产品评分。下列未确认项可能影响选型;请按对应来源逐项确认。The confidence mark describes evidence completeness, not a product score. Unconfirmed items below may affect your choice; check them against the relevant sources.

未确认的信息Information not confirmed

  • 主体归属:主体细节本次未逐条核验,按官方文档域名在册口径记
  • judge 支持的模型厂商全清单与是否统一经网关转发
  • 在线打分的抽样比例、延迟与告警时序口径
  • 数据集版本与实验对照口径(正文未抓到)
  • 许可条款正文与数据是否用于训练
  • MCP 接入方式与对外集成面
  • OpenTelemetry 集成页正文(仅在册文档索引条目)
  • 备案公示检索
  • Full list of judge model vendors and whether calls are unified through the gateway
  • Sampling ratio, latency and alert timing of online scoring
  • Dataset versioning and experiment-comparison semantics (body not fetched)
  • License text and whether data is used for training
  • MCP support and the outward integration surface
  • The OpenTelemetry integration page body (only the docs-index entry is on record)
  • Filing-registry search

English summaries and interface labels are available. Detailed source notes below are currently in Chinese.

Braintrust 是把评测当发布闸门的观测平台。 当日在册的官方自我定位是「主动式观测平台」,评测、人工反馈与生产打分在同一个面板里。

Braintrust 是把评测当发布闸门的观测平台。 当日在册的官方自我定位是「主动式观测平台」,评测、人工反馈与生产打分在同一个面板里。

适合与不适合When to use it, when not to

适合要在 PR 和 CI 里跑实验对照、又想把观测栈托管出去的团队: 数据集喂实验、代码与 judge 与 autoevals 三类 scorer 并行、生产 trace 走在线打分。 数据必须留在自己环境时,它提供「客户侧数据面 + 厂商侧控制面」的混合部署, 但控制面仍在厂商侧,整机自托管不是它的口径。 本站只写它支持什么评测,不写分数,也不做同类排名。

中文生态China availability 国产 / 国内可直接用 / 备案状态 · 快照domestic / direct access / CAC filing · snapshot 2026-11-06

出品属地Origin
国外出品foreign-made 官方域名 braintrust.dev 与 docs.braintrust.dev 当日在册;公司主体与注册地未逐条核验,按 foreign 记。the official braintrust.dev and docs.braintrust.dev domains are on record today; the legal entity and place of incorporation were not item-verified, so recorded as foreign.
国内使用Direct access
大陆可直连direct OK 本档 10 个在册源页面当日直抓均 200(www.braintrust.dev/docs 与 /changelog 经 308 跳 docs.braintrust.dev 后取到正文)。all ten on-record source pages fetched 200 today (www.braintrust.dev/docs and /changelog 308-redirected to docs.braintrust.dev before the body was retrieved).
备案状态CAC filing
备案未核验filing unknown:本次未检索备案公示名单;托管型开发者平台是否落入备案口径未核验,记入未知项清单。the filing registry was not searched today; whether a hosted developer platform falls under filing scope is unverified — listed under unknowns.

备案信息以网信办《生成式人工智能服务已备案信息》公示名单为准(按批次滚动更新,本站只抄编号不解读);「大陆可直连」是本站从大陆网络直连实测的结果,不是厂商承诺。GitHub 类站点当日实测有波动,口径写在依据里。Filing status is quoted from the CAC public registry (updated batch by batch; this site copies the number and does not interpret it). "Direct access" is this site's own reachability measurement from a mainland network, not a vendor promise. GitHub-hosted sites fluctuated on the measurement day — the note says so.

固定坐标系Fixed coordinate system

8 个维度dimensions, 与同分区其他对象逐项可比each comparable item by item against others in the same section.

模型与开放条件Model & openness

评测用的模型由你接入:官方页面在册 OpenAI 与 Anthropic 凭据在 Settings 的 Models 里配(当日直抓)。 scorer 面分代码、LLM judge 与 autoevals 三类(guides/evals 当日在册)。 judge 支持的厂商全清单、以及是否统一经网关转发未逐条核验,记为未知。

You bring the models used for evaluation: official pages are on record that OpenAI and Anthropic credentials are configured under Settings → Models (direct-fetched today). The scorer surface splits into code, LLM judges and autoevals (guides/evals fetched today). The full list of supported judge vendors, and whether calls are unified through the gateway, were not itemized — recorded as unknown.

运行位置Where it runs

主要交互面是浏览器里的控制台(官方文档当日在册的定位是「active observability platform」); 评测也能在本机与 CI 用 bt CLI 跑(/cli 当日在册)。数据面可选部署进客户环境, 控制面留在厂商侧管认证、用户与元数据(/self-hosting 当日在册)。

The main interaction surface is the browser console (the docs' positioning today is "active observability platform"); evals can also run locally and in CI through the bt CLI (/cli fetched today). The data plane can be deployed into the customer environment while the control plane stays vendor-side, holding authentication, user management and metadata (/self-hosting fetched today).

本地文件Local files

默认数据在厂商侧;走客户侧数据面时 PostgreSQL、Redis、对象存储与 Brainstore 装在你自己的环境 (当日在册),控制面只保存认证与元数据。平台不读本机代码库; bt CLI 在本地读写评测配置与数据同步(当日在册)。

By default the data sits vendor-side; with the customer-side data plane, PostgreSQL, Redis, object storage and Brainstore run in your own environment (fetched today), while the control plane keeps only authentication and metadata. The platform does not read your local codebase; the bt CLI reads and writes local eval configuration and syncs data (on record today).

关机后的任务Tasks after shutdown

生产 trace 用在线打分异步评测(guides/evals 当日在册),实验(experiments)批量跑数据集做回归对照。 抽样比例、评分延迟与告警时序的口径在官方故障页有提及,但未逐条核验,记为未知。

Production traces are scored asynchronously via online scoring (guides/evals fetched today), and experiments run datasets in batch for regression comparison. Sampling ratios, scoring latency and alert timing are touched on in official troubleshooting pages but were not verified item by item — recorded as unknown.

工具与扩展Tools & extensions

bt CLI 经 curl、npm、pnpm 或 mise 安装,可本地与 CI 跑评测、管理函数、查日志、同步数据 (当日在册);SDK 面覆盖 Python 与 TypeScript;文档索引在册含 OpenTelemetry 发送 trace 的集成页, 目标页正文本次未抓。MCP 接入方式未核验到官方声明,记为未知。

The bt CLI installs via curl, npm, pnpm or mise and runs evals locally and in CI, manages functions, queries logs and syncs data (fetched today); SDKs cover Python and TypeScript; the docs index is on record with an OpenTelemetry trace-sending integration page whose body was not fetched. MCP support was not verified in official statements — recorded as unknown.

上下文与记忆Context & memory

trace、实验与数据集在同一面板里对照;人工评审面支持一行填多个分数 (官方页面当日在册)。数据集版本与对照口径未读到正文,记为未知; 「跨会话记忆」不是本类平台的功能面。

Traces, experiments and datasets are compared in one panel; the human-review surface supports multiple scores on a single row (on record from official pages today). Dataset versioning and comparison semantics were not read — recorded as unknown; cross-session memory is not a feature surface for this class of platform.

权限与限制Permissions & limits

合规与加密当日在册:AES-256、SOC 2 Type II、HIPAA,另称推理输入输出不由模型宿主留存(/security)。 档位与配额事实为免费至付费档、企业可自定义保留期,配额随 trace 量、数据量与每月分数条数变化 (pricing 当日在册),价格数字按 D9 不采。数据是否用于训练未读到条款正文,记为未知。

Compliance and encryption are on record from today's fetch: AES-256, SOC 2 Type II and HIPAA, plus the statement that inference inputs and outputs are not stored by the model host (/security). Tier and quota facts run from free to paid tiers with custom enterprise retention, and quotas vary with trace volume, data volume and monthly score counts (pricing fetched today); price numbers are excluded per D9. Whether data trains models was not found in clause text — recorded as unknown.

适合什么任务Best for

适合把评测当发布闸门、要在 PR 与 CI 里跑实验对照,又不想自运维整套观测栈的团队。 不适合要整机自托管(控制面仍在厂商侧)、或想把平台再分发对外提供的团队; 本站只记支持的评测类型,不记分数也不排名。

Fits teams that treat evaluation as a release gate — running experiments on PRs and in CI — and would rather not operate the whole observability stack. When data must stay in your own environment there is a hybrid "customer data plane plus vendor control plane" deployment, but the control plane remains vendor-side, so full self-hosting is not its model. Not a fit for teams intending to redistribute the platform. This site records supported evaluation types, not scores, and does not rank.

头号误解Top misconception

  • 把「自托管」当成整机自己跑——官方口径是数据面在客户环境、控制面管认证与元数据(当日在册)
  • 把在线评测当实时告警——异步打分与告警时序官方另有条目,抽样与延迟口径未逐条核验
  • 把评测成绩当可横向比较的指标——官方只在册支持的 scorer 类型,本站不采分数也不排名

证据来源Evidence sources

最近核验记录Latest recorded check 2026-11-06,内容更新日content updated on 2026-11-06。单项复核范围见正文或来源说明,不代表所有字段在同一天重新核验。See the text or source notes for item-specific scope; this does not mean every field was rechecked on that date.

类型Type名称Name链接Link
docsBraintrust · 官方文档首页(自述 active observability platform;trace 采集、人工反馈、实验对照与生产监控的工作流,2026-11-06 直抓 200)Braintrust · official docs home (self-described active observability platform; the workflow of capturing traces, adding human feedback, testing changes with experiments and monitoring production, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/
docsBraintrust · Evals 指南(scorer 分代码与 LLM judge 与 autoevals;数据集喂实验做 CI 回归;生产走在线打分,2026-11-06 直抓 200)Braintrust · Evals guide (scorers split into code, LLM judge and autoevals; datasets feed experiments for CI regression detection; production uses online scoring, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/guides/evals
changelogBraintrust · Changelog(官方更新日志,当日直抓在册,最新条目为 11 月的 bt CLI v0.29.0)Braintrust · Changelog (official change log, direct-fetched today; newest entry is bt CLI v0.29.0 dated November)https://docs.braintrust.dev/changelog
docsBraintrust · Self-hosting(客户环境跑数据面存敏感数据,含 PostgreSQL 与 Redis 与对象存储与 Brainstore,控制面留认证与元数据,AWS 用 Terraform、GCP 与 Azure 用容器,2026-11-06 直抓 200)Braintrust · Self-hosting (the data plane storing sensitive AI data runs in the customer environment with PostgreSQL, Redis, object storage and Brainstore; the control plane keeps authentication and metadata; Terraform for AWS, containers for GCP and Azure, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/self-hosting
changelogBraintrust · Data plane changelog(数据面最新版本 v2.21.0 页面标 11 月,Terraform 与 Helm 覆盖 AWS 与 GCP 与 Azure,2026-11-06 直抓 200)Braintrust · Data-plane changelog (newest data plane v2.21.0 labelled November; Terraform and Helm cover AWS, GCP and Azure, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/data-plane-changelog.md
docsBraintrust · Security(AES-256、SOC 2 Type II、HIPAA,称推理输入输出不由模型宿主留存,2026-11-06 直抓 200)Braintrust · Security (AES-256, SOC 2 Type II, HIPAA; states inference inputs and outputs are not stored by the model host, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/security
docsBraintrust · CLI(bt CLI 经 curl 与 npm 与 pnpm 与 mise 安装,本地与 CI 跑评测、管理函数、查日志、同步数据,2026-11-06 直抓 200)Braintrust · CLI (bt CLI installs via curl, npm, pnpm or mise; runs evals locally and in CI, manages functions, queries logs, syncs data, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/cli
docsBraintrust · 模型凭据与网关故障条目(在册 OpenAI 与 Anthropic 凭据在 Settings 的 Models 配置,2026-11-06 直抓 200)Braintrust · model-credential troubleshooting entry (OpenAI and Anthropic keys are configured under Settings → Models, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/kb/playground-gateway-error-despite-valid-api-keys.md
docsBraintrust · 人工评审条目(一行支持多个分数写入,2026-11-06 直抓 200)Braintrust · human-review entry (multiple scores per row are supported, direct-fetched 200 on 2026-11-06)https://docs.braintrust.dev/kb/human-review-with-multiple-scores-in.md
pricingBraintrust · Pricing(免费至付费档、企业可自定义保留期,配额随 trace 量与数据量与每月分数条数变化;价格数字不采,2026-11-06 直抓 200)Braintrust · Pricing (free through paid tiers with custom enterprise retention; quotas vary by trace volume, data volume and monthly score counts; no price numbers, direct-fetched 200 on 2026-11-06)https://www.braintrust.dev/pricing

官方口径与未核到项Official record and unverified items

本站尚未完成实测,结论只覆盖能力面与部署与合规面。

实测建议(三条,都指向官方可读页没给全的东西):

  • 在线打分的端到端延迟与抽样漏评:同一条生产 trace 多久出分、抽样规则怎么定
  • 混合部署的升级成本:数据面从 v2.21.0 线跟进时,Brainstore 与对象存储的迁移风险
  • judge 凭据归属:经网关调用模型时,费用与配额落在谁的账户上

This site has not completed measured runs; conclusions cover the capability, deployment and compliance surfaces only.

Suggested measurements (three, each pointing at what the readable official pages leave open):

  • End-to-end latency and miss rate of online scoring: how long one production trace takes to get a score, and what the sampling rule is
  • Hybrid upgrade cost: migration risk for Brainstore and object storage when following the data-plane v2.21.0 line
  • Who owns judge credentials: when models are called through the gateway, whose account carries the cost and quota

变更记录说明

官方 changelog 当日直抓在册,最新条目是 11 月的 bt CLI v0.29.0,10 月条目为 Trace Muse Code。 数据面另有独立版本线,当日在册最新为 v2.21.0(页面标 11 月)。 两条线都在近 30 天内更新,因此 lifecycle 记 active。

相关条目Related entries

  • Promptfoopromptfoo同做评测与红队:Promptfoo 的主战场在终端与 CI 配置文件,Braintrust 在控制台。Same line: LangSmith (in evaluation and observability); this entry states only what its own official sources support.
  • DeepEvalContent Credentials同做评测:DeepEval 把指标定义写在测试代码里,Braintrust 把 scorer 当平台资产管理。Same line: Langfuse (in evaluation and observability); this entry states only what its own official sources support.
  • Arize PhoenixArize Phoenix同为 trace 加评测:Phoenix 可整机跑在你机器上,Braintrust 的控制面始终在厂商侧。Same line: Content Credentials(内容凭证) (in evaluation and observability); this entry states only what its own official sources support.
  • LangSmithLangSmith同分区对照Same layer
  • LangfuseLangfuse同分区对照Same layer

本页由This page is generated from the ai-handbook 数据层生成(CC BY 4.0)。data layer (CC BY 4.0). 方法论与坐标系定义见仓库内For the methodology and coordinate definitions, see METHODOLOGY.md.