AI · alternatives · 2026

24 alternatives to Monitor ML

Real-time production monitoring of ML models, made simple.

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Monitor ML launched in 2019; newer entries below may have overtaken it.

1. 1
   Comet.ml▲208

   Automatically track machine learning code and experiments

   2018 · comet.com · its alternatives →

2. 2
   Linear Insights▲264

   Instant analytics for any stream of work

   2023 · linear.app · its alternatives →

3. 3
   AI Productivity Analytics▲223

   The AI tool for time tracking

   2023 · reclaim.ai · its alternatives →

4. 4
   Metric.live▲180

   Real-time and advanced periodic alerts for Google Analytics.

   2017 · metric.live · its alternatives →

5. 5
   Weave▲237

   Hey HN, We’re building Weave: an ML-powered tool to measure engineering output, that actually understands engineering output! Why? Here’s the thing: almost every eng leader already measures output - either openly or behind closed doors. But they rely on metrics like lines of code (correlation with effort: ~0.3), number of PRs, or story points (slightly better at ~0.35). These metrics are, frankly, terrible proxies for productivity. We’ve developed a custom model that analyzes code and its impact directly, with a far better 0.94 correlation. The result? A standardized engineering output…

   2025 · app.workweave.ai · its alternatives →

6. 6
   Deepchecks Monitoring▲243

   Open source monitoring for AI & ML

   2023 · github.com · its alternatives →

7. 7
   Scale Nucleus▲120

   The mission control for your ML data

   2020 · scale.com · its alternatives →

8. 8
   Evidently AI▲299

   Open-source monitoring for machine learning models

   2021 · evidentlyai.com · its alternatives →

9. 9
   MLWatch▲1

   Proactive ML Model and Data Monitoring

   2020 · its alternatives →

10. 10
    Layer AI▲124

    Metadata store for production ML

    2022 · layer.ai · its alternatives →

11. 11
    WP Monitor▲96

    Real-Time Analytics for WordPress Plugins and Themes

    2024 · wpmonitor.dev · its alternatives →

12. 12
    ELBO ML Tracker▲61

    Track your ML tasks on your phone

    2022 · puppetry.com · its alternatives →

13. 13
    ML Test Score Quiz▲85

    Quiz to rate the health of your production ML system

    2021 · its alternatives →

14. 14
    ML Visualization IDE▲92

    Make powerful, interactive machine learning visualizations

    2020 · wandb.ai · its alternatives →

15. 15
    Monitornator▲98

    Server monitoring made simple

    2019 · sumvipvn.net · its alternatives →

16. 16
    Request Metrics▲70

    The simplest, fastest, & cheapest way to monitor performance

    2020 · requestmetrics.com · its alternatives →

17. 17
    Statful▲72

    Customizable metrics with real-time data 📊

    2018 · its alternatives →

18. 18
    TraceLLM▲100

    OpenTelemetry for production AI applications

    Jul 2026 · tracellm.in · its alternatives →

19. 19
    Aggregations.io▲145

    Real time for your analytics events

    2023 · aggregations.io · its alternatives →

20. 20
    TrackMCP▲105

    Google Analytics for MCP Servers

    Sep 2026 · trackmcp.com · its alternatives →

21. 21RT
    Real-time application performance monitoring▲68

    2012 · dashboard.graphdat.com · its alternatives →

22. 22
    Analytics Model▲98

    AI analytics, ask anything to analyze instantly

    2024 · analytics-model.com · its alternatives →

23. 23
    remstat▲77

    Simple monitoring dashboards for long-running tasks

    2021 · its alternatives →

24. 24
    Data Observability v2 by Metaplane▲108

    Intelligent auto-monitoring for your data warehouse

    2023 · metaplane.dev · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →