These tools integrates with

OpenAI APIvsPromptFoo

GPT-4o, o1, and embeddings from OpenAI versus CLI/library for prompt testing and red-teaming

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Choose OpenAI API when…

  • You need the broadest ecosystem and most integrations
  • GPT-4 or o-series reasoning models are required
  • Assistants API, fine-tuning, or batch API are needed

Choose PromptFoo when…

  • You want CLI-first, config-driven LLM evals
  • Running eval suites in CI/CD pipelines is a goal
  • You need red-teaming and safety testing built in

Side-by-side comparison

Field
OpenAI API
PromptFoo
Category
LLM Infrastructure
Prompt & Eval
Type
Commercial
Open Source
Free Tier
✗ No
✓ Yes
Pricing Plans
API: Per token
GitHub Stars
5,000

OpenAI API

API access to GPT-4o, o1, and other OpenAI models including embeddings and image generation. The most widely used LLM API in production.

PromptFoo

Test and compare prompts across models. Built-in red-teaming, regression testing, and side-by-side model comparison.

Shared Connections2 tools both integrate with

Only OpenAI API (19)

CrewAIAutoGenLangChainLlamaIndexMastraPydanticAIsmolagentsAgnoLiteLLMPortKey

Only PromptFoo (3)

OpenAI APIVellumAgenta

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