NannyML

Post-deployment model monitoring, drift analysis, and performance estimation

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PricingFreemium
Starting price$399/mo
Free planYes
Free trialYes
APIYes
Open sourceYes
DeploymentHybrid
Last verifiedAugust 3, 2026
Overview

Tool overview

NannyML is listed under AI Infrastructure & MLOps AI tools.

Summary

What is NannyML?

NannyML provides an Apache-2.0 Python library and commercial monitoring platform for estimating model performance without immediate labels, detecting drift and data-quality problems, ranking issues, and triggering corrective workflows.

Best fit

Best for

ML teams monitoring production models with delayed ground truth

Audience

Who is it for?

Data scientistsML engineersModel risk teamsMLOps and platform teams
Recommendation

Decision note

Rebuilt from the original export under the complete V412/V411 factual-source-verification workflow. Preview only. Apply remains blocked until Failures = 0, Warnings = 0, Unmapped = 0, Missing = 0; explicit clears are reviewed; image import is disabled; a representative WordPress edit screen is compared with the export and proposed row; and a post-Apply zero-change Preview succeeds.

Capabilities

Key features

Performance estimation without immediate targets

Concept, prediction, target, and feature drift detection

Data-quality monitoring and root-cause analysis

Cloud, customer-cloud, and open-source deployment choices

Workflows

Use cases

Monitor tabular machine-learning models

Detect silent model degradation

Prioritize retraining and investigation

Track business value and data-quality issues

Strengths

Pros

  • Apache-2.0 open-source library
  • Thirty-day trials for commercial plans
  • Managed and customer-cloud options
Considerations

Limitations

Performance estimation is statistical and must be validated for each production use case.

Image, text, and video capabilities vary by commercial plan and configuration.

Cost

Pricing details

Pricing modelFreemium
Starting price$399/mo
Free planYes
Free trialYes
Pricing context

Billing options

Open source freeMonthly SaaSCustomer-cloud subscriptionEnterprise custom
Pricing context

Pricing note

The open-source library is free. Starter SaaS is $399/month for two models and 10 million predictions. Scale is $999/month for six models in the customer cloud. Both advertise 30-day trials; Enterprise is custom.

View official pricing
Compatibility

Supported languages

  • English
Connectivity

Integrations

Python

Docker

Slack

Email

Webhooks

Databases

Data pipelines

Specs

Technical details

PlatformsWeb, API
Multilingual supportUnknown
Login requiredNo
Open sourceYes
LicenseApache-2.0
DeploymentHybrid
CompanyNannyML
Editions / plansOpen Source Starter Scale Enterprise
Data confidenceHigh
Last verifiedAugust 3, 2026
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Answers

Frequently asked questions

NannyML provides an Apache-2.0 Python library and commercial monitoring platform for estimating model performance without immediate labels, detecting drift and data-quality problems, ranking issues, and triggering corrective workflows.
ML teams monitoring production models with delayed ground truth
The listed pricing model for NannyML is Freemium. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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