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SPECIFICTION
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HELM vs TruLens

HELM

crfm.stanford.edu

TruLens

trulens.org

Side by side

FigureHELMTruLens
Price fromFreeFree
Free planYesYes
Free trial——
Open source—Yes
WebYes—
APIYesYes
Self-hostedYesYes
Plans published12
Spec score · LLM Evaluation Tools8.3 (#7)7.9 (#9)
Spec score · AI LLM Evaluation Tools8.4 (#12)8.0 (#16)
InstallationThe project instructs users to install HELM from PyPI with `pip install crfm-helm`.The documented installation uses Conda with Python 3, followed by pip install trulens; source development uses the GitHub repository and editable installation.
PurposeHELM is an open-source Python framework for holistic, reproducible, and transparent evaluation of foundation models, including language and multimodal models.TruLens evaluates and traces AI agents to help find failures and reduce costs while maintaining quality.
SupportUsers are directed to open GitHub issues for questions, which maintainers address when bandwidth is available.The getting-started documentation points users to a community Slack.

Plans

HELM

  • HELMFree

HELM pricing →

TruLens

  • Open sourceFree
  • Open-source TruLens libraryFree

TruLens pricing →

In their own words

HELM

HELM is an open-source Python framework for evaluating foundation models, including large language and multimodal systems. It supplies standardized datasets and benchmarks such as MMLU-Pro, GPQA, IFEval, and WildBench, with a unified interface for models from providers including OpenAI, Anthropic, and Google. Evaluations can examine accuracy, efficiency, bias, and toxicity, and can include custom metrics, LLM-as-a-judge checks, safety evaluations, and human review workflows. Users can configure private checkpoints or model servers, run inference locally, or send requests to an API. A web interface displays individual prompts and responses, while leaderboards compare models and benchmarks across areas such as medicine, finance, multilinguality, and world knowledge. HELM can reproduce published evaluation results and documents commands for running benchmarks, summarizing results, and starting a local server. It is free, Apache-2.0 licensed, and entered maintenance mode on June 1, 2026.

Visit crfm.stanford.edu

TruLens

TruLens has no write-up on Specifiction yet; its figures are above.

Visit trulens.org