OpenAI Evals vs UpTrain

Side-by-side comparison of two AI agent tools

Short answer

  • UpTrain has had no commit in 26 months; OpenAI Evals is actively maintained.
  • OpenAI Evals is growing faster: +230 GitHub stars in the last 30 days vs +4 for UpTrain.
  • Pick OpenAI Evals for: evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks. Pick UpTrain for: open-source platform to evaluate and improve generative AI applications with 20+ preconfigured evaluations.

From GitHub data refreshed daily.

Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

UpTrainopen-source

Open-source platform to evaluate and improve generative AI applications with 20+ preconfigured evaluations

Metrics

OpenAI EvalsUpTrain
Stars19.5k2.4k
Star velocity /mo230.210526315789484.2631578947368425
Commits (90d)00
Releases (6m)00
Downloads (30d, npm + PyPI)376—
Overall score0.312759294175673330.17690248302421893

Pros

  • +提供完整的LLM评估框架,包含丰富的预置基准测试注册表
  • +支持自定义评估开发,可针对特定业务场景和用例进行定制
  • +现在可直接在OpenAI Dashboard中运行,也支持本地部署,使用灵活
  • +Open-source platform with active community support and transparency
  • +Comprehensive evaluation framework with 20+ preconfigured checks covering multiple AI use cases
  • +Unified platform approach that handles both evaluation and improvement recommendations

Cons

  • -需要OpenAI API密钥和相关费用,运行评估可能产生不小的成本
  • -使用Git-LFS存储评估数据,增加了初始设置的复杂性
  • -主要针对OpenAI模型优化,对其他LLM供应商的支持可能有限
  • -May require technical expertise to implement and configure effectively
  • -Evaluation accuracy depends on the quality and relevance of preconfigured checks

Use Cases

  • •测试不同OpenAI模型版本对特定业务工作流程的影响和性能差异
  • •为领域特定的LLM应用构建自定义基准测试和评估指标
  • •使用企业私有数据创建内部评估套件,而不暴露敏感信息
  • •Evaluating LLM application performance before production deployment
  • •Systematic testing of code generation and language processing AI models
  • •Quality assurance for embedding-based applications and retrieval systems

FAQ

Which is more popular, OpenAI Evals or UpTrain?
OpenAI Evals has more GitHub stars (19,548 vs 2,366).
Which is more actively developed, OpenAI Evals or UpTrain?
OpenAI Evals had more commits in the last 90 days (0 vs 0).
Should I use OpenAI Evals or UpTrain?
Compare their capabilities, limitations and "best for" notes above. Trying each on a small task is the fastest way to decide.