No. 16 of 37 ·ML Experiment Tracking Software

Guild AI

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Freedom report

Two barsScore 5.7

Free tierNo free tier on record
Open codeNo open-source code on record
Runs widely4 of 6 device platforms
DocumentedPlans, terms and facts published

Guild AI is ranked #16 of 37 in ML experiment tracking software on Freedom251. It runs on Linux, macOS, Web, Windows.

Compared on ML experiment tracking software

Run comparison: Yes
Artifact tracking: Yes
Dataset versioning: Yes
Model registry: No
Deployment options: self_hosted
API and SDK access: Yes

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The record

Purpose: Guild AI is an experiment tracking tool for machine learning projects.
Experiment records: It records run details such as flags, results, metadata, and source code snapshots.
Hyperparameter search: Built-in batch operations include grid search, random search, and sequential Bayesian optimization.
Result viewing: Guild View is a browser-based application for browsing runs, viewing metadata and files, and comparing results.
Run comparisons: Guild Compare displays runs in a spreadsheet format and can export run data as CSV.
Integrations: The documentation describes TensorBoard support and integrations involving TensorFlow and Keras.
Remote systems: Supported remote types include SSH, EC2, S3, Azure VM, Azure Blob Storage, and GitHub Gists, with different capabilities by type.
Local operation: The getting-started guide says Guild does not require databases or external systems.
Security limit: Runs published to GitHub Gists are public by default, and users must change the gist visibility themselves to secure them.
Support: The Guild AI community site directs users to its Troubleshooting category for help with issues.
Install methods: The installation guide documents pip, conda, Docker, and source-code installation.
Notable limit: The documentation says the random optimizer generates 20 trials by default, adjustable with the max-trials option.
Experiment tracking: Guild can run unmodified training scripts and capture each run as a unique experiment.
Optimization: Guild supports grid search, random search, and Bayesian optimization.

Where it ranks on Freedom251

Best ML Experiment Tracking Software in 2026#16 of 37

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Sources

guildai.org/t/get-started-with-guild-ai/35· checked 3 Oct 2026
guildai.org/t/hyperparameter-optimization/161· checked 3 Oct 2026
guildai.org/t/guild-compare/166· checked 3 Oct 2026
guildai.org/t/system-requirements/175· checked 3 Oct 2026
guildai.org/t/remotes/171· checked 3 Oct 2026
guildai.org/t/share-runs-with-gists/533· checked 3 Oct 2026
guildai.org· checked 3 Oct 2026
guildai.org/t/install-guild-ai/37· checked 3 Oct 2026
guildai.org/t/guild-view/167· checked 4 Oct 2026
guildai.org/t/get-started-optimize-a-model/41· checked 4 Oct 2026
guildai.org/t/guild-ai-commands/39· checked 4 Oct 2026
guildai.org/t/get-started-use-guild-in-a-project/20· checked 4 Oct 2026