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NannyML vs Radicalbit AI Monitoring

Both stand on machine learning model monitoring software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

NannyML

Free plan Open source APILinuxSelf-hosted+1

NannyML combines drift monitoring with estimates of model performance and business impact. Check the deployment and backup details, as well as plan limits, against your monitoring requirements.

Visit NannyML

Radicalbit AI Monitoring

Free plan APISelf-hostedWeb

Radicalbit AI Monitoring combines data checks, model metrics, drift analysis, and LLM tracing in a free self-hosted package. Check the documented model scope and deployment requirements against your setup.

Visit Radicalbit AI Monitoring

The facts

NannyMLRadicalbit AI Monitoring
Free planYesYes
Open sourceYesNot published
Runs onAPI, Linux, Self-hosted, WebAPI, Self-hosted, Web
Lowest paid planStarter (beta): $99 a monthFree or on request
Plans published71
MakerNot publishedNot published
Websitenannyml.comradicalbit.ai
On machine learning model monitoring software#3 of 20#10 of 20

NannyML: what it does well

  • Estimates performance without timely ground-truth labels
  • Tracks concept and data drift
  • Connects performance to business outcomes
  • Cloud offers webhooks and automated ingestion SDK
  • Free self-managed open-source library

What to know first

  • Direct Cloud UI uploads must be under 100 MB
  • Azure managed-application automated backups were still in progress
  • Starter lists a two-model limit

Radicalbit AI Monitoring: what it does well

  • Free and self-hosted under Apache 2.0.
  • Checks data quality and tracks model metrics.
  • Offers several drift detection methods.
  • Compares reference and current datasets.
  • Includes a web UI and Python SDK.

What to know first

  • Documented scope focuses on classification and regression.
  • REST API requires PostgreSQL and distributed storage.
  • Spark metric jobs require Kubernetes.

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