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Opik 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.

Opik

Free plan APILinuxSelf-hosted+1

Opik brings tracing, evaluation, testing, and production monitoring into one platform, with both cloud and self-hosted options. Teams should weigh the listed monthly span and retention limits against their usage.

Visit Opik

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

OpikRadicalbit AI Monitoring
Free planYesYes
Open sourceNot publishedNot published
Runs onAPI, Linux, Self-hosted, WebAPI, Self-hosted, Web
Lowest paid planPro Cloud: $19 a monthFree or on request
Plans published41
MakerNot publishedNot published
Websitecomet.comradicalbit.ai
On machine learning model monitoring software#9 of 20#10 of 20

Opik: what it does well

  • Evaluations include more than 30 metrics.
  • Production monitoring can alert on failed criteria.
  • Open-source code can run locally.
  • Free Cloud includes 25,000 monthly spans.

What to know first

  • Free Cloud retains data for 60 days.
  • Pro Cloud costs $19 per month.
  • Enterprise pricing is custom.

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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