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Helicone vs promptfoo

Which should you use? A side-by-side look at what each one does, who it suits, what it costs, how hard it is to set up, and where each falls short.

Helicone

AI tool · Freemium

An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration.

promptfoo

Open source · MIT

CLI and library for testing LLM prompts and red-teaming AI apps, with declarative configs.

The short answer

Choose Helicone if you need…

  • Quick cost and usage visibility
  • Caching and rate limiting LLM calls

Choose promptfoo if you need…

  • Developers building apps on top of LLM APIs who want repeatable prompt tests
  • Teams comparing several models side by side on the same prompts
  • People who want to run automated LLM checks in CI/CD pipelines
  • Teams looking for a local, command-line way to scan LLM apps for security issues

Side-by-side

Heliconepromptfoo
TypePrompting · Evaluation & observabilityDev tool
PriceFreemiumFree and open source
Licence—MIT
GitHub stars—26.7k
Setup difficulty—Intermediate
How you get it—Install with a package manager
PlatformsWeb, API, Self-hostedCLI, Web
Works withOpenAI, AnthropicGitHub, OpenAI, Anthropic
Main language—TypeScript
Last code update—4 days ago
Hands-on tested by usNot yet—
Last checked2026-10-29—

What each one is

Helicone

An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration. Very easy to adopt. A proxy sits in your request path, so check reliability and data handling.

promptfoo

Promptfoo is a command-line tool and library for evaluating LLM-based apps. You write a declarative config listing prompts, models, and test cases, then run it to compare outputs across providers such as OpenAI, Anthropic, and Ollama. It also includes red-teaming features that scan AI apps for security vulnerabilities.

Best for

Helicone

  • Quick cost and usage visibility
  • Caching and rate limiting LLM calls

promptfoo

  • Developers building apps on top of LLM APIs who want repeatable prompt tests
  • Teams comparing several models side by side on the same prompts
  • People who want to run automated LLM checks in CI/CD pipelines
  • Teams looking for a local, command-line way to scan LLM apps for security issues

Strengths

Helicone

  • Proxy-based request logging
  • Cost tracking
  • Caching
  • Prompt versioning

promptfoo

  • The README states that evals run locally and prompts never leave your machine
  • Works with many providers and any LLM API, according to the README
  • Has a large community with about 26,500 stars and an MIT license

Not ideal for

Helicone

—

promptfoo

  • People who want a no-code, point-and-click tool, since the workflow centers on the command line and config files
  • Projects that do not call any LLM APIs, because there is nothing for it to evaluate
  • Anyone who needs a guaranteed security audit, since the README describes scanning as a tool rather than a complete assurance

Trade-offs

Helicone

—

promptfoo

  • The README says the project is now part of OpenAI, which may matter to some users evaluating independence
  • Requires API keys for most providers, which means usage costs from those providers
  • Some claims in the README, such as usage by OpenAI and Anthropic and serving 10M+ users, are not independently verified here

Getting started

promptfoo

Install globally with npm

npm install -g promptfoo

Create a starter example

promptfoo init --example getting-started
Step-by-step guide: how to use promptfoo

Frequently asked questions

What is the difference between Helicone and promptfoo?

Helicone: An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration. promptfoo: CLI and library for testing LLM prompts and red-teaming AI apps, with declarative configs. Helicone suits quick cost and usage visibility, while promptfoo suits developers building apps on top of llm apis who want repeatable prompt tests.

Are Helicone and promptfoo free?

Helicone: Freemium. promptfoo: Free and open source.

What are other alternatives to Helicone and promptfoo?

Other options people compare them with include Braintrust, W&B Weave, Langfuse, Arize Phoenix, LangSmith.

Keep comparing

Built from our catalogue entries for both products: open-source details come from each project's README (AI-assisted, refreshed weekly) and GitHub data; AI-tool details are editorial. Spotted something wrong? Let us know from either product's page.