Best Model Monitoring Software in 2026

After deployment, models can change in ways that affect data quality, behavior, or performance. Compare drift detection, bias monitoring, data quality monitoring, and performance monitoring to see which signals are covered. Deployment options and the monitored model limit help frame operational fit; a free plan and paid-from pricing add cost considerations. Evidently AI, W&B Weave, and Opik are among the listed products, with Deepchecks and NannyML also included. Consider which monitoring concerns matter for your models, how many you need to watch, and whether the deployment choices fit your environment.

24ranked
21free plans on this page
$10/molowest paid tier
8 Oct 2026last checked

Model Monitoring Software, ranked on how quickly a newcomer can get going.22 of 22 products with recorded free access can be tried for free.

  1. 1 Evidently AIPaid from $80/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: yes
    7.9easy start
  2. 2 W&B WeavePaid from $60/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: yes
    7.9easy start
  3. 3 OpikPaid from $19/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: no
    7.8easy start
  4. 4 DeepchecksFree plan
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: no
    7.7easy start
  5. 5 NannyMLPaid from $399/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: no
    7.7easy start
  6. 6 Qualdo-MQXPaid from $79/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: no
    7.7easy start
  7. 7 HeliconePaid from $79/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: no
    7.6easy start
  8. 8 Maxim AIPaid from $29/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: no
    7.6easy start
  9. 9 MemoturnFree plan
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.3easy start
  10. 10 OpenLITFree plan
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: yes
    7.3easy start
  11. 11 GalileoPaid from $100/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.1easy start
  12. 12 LaminarPaid from $30/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.1easy start
  13. 13 LangfusePaid from $29/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.1easy start
  14. 14 LangSmithPaid from $39/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.1easy start
  15. 15 LangWatchPaid from €29/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.1easy start
  16. 16 Arize AXPaid from $50/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.0easy start
  17. 17 ArthurPaid from $60/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.0easy start
  18. 18 BraintrustPaid from $249/mo
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.0easy start
  19. 19 Fiddler AIFree plan
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.0easy start
  20. 20 HoneyHiveFree plan
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    7.0easy start
  21. 21 SUPERWISEPaid from $10/mo
    • Free to practise on: no
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: yes
    7.0easy start
  22. 22 Arize PhoenixFree plan
    • Free to practise on: yes
    • Well documented: yes
    • Runs where you work: no
    6.9easy start
  23. 23 Pulsar
    • Well documented: yes
    • Runs where you work: no
    6.4easy start
  24. 24 LunaryPaid from $20/mo
    • Free trial: no
    • Well documented: yes
    • Runs where you work: no
    6.1easy start
Compare all 24 in a table
#PlatformScoreFree planFromFree planPaid fromDrift detectionPerformance monitoring
1Evidently AI7.9Free plan$80/moYes
2W&B Weave7.9Free plan$60/moYes60 /mo
3Opik7.8Free plan$19/moYes19 /mo
4Deepchecks7.7Free planFreeYes
5NannyML7.7Free plan$399/moYes99 /mo
6Qualdo-MQX7.7Free plan$79/moYes88 /moYesYes
7Helicone7.6Free plan$79/moYes79 /mo
8Maxim AI7.6Free plan$29/moYes
9Memoturn7.3Free planFreeYes
10OpenLIT7.3Free planFreeYes
11Galileo7.1Free plan$100/moYes100 /mo
12Laminar7.1Free plan$30/moYes30 /moYes
13Langfuse7.1Free plan$29/moYes29 /mo
14LangSmith7.1Free plan$39/moYes
15LangWatch7.1Free plan€29/moYes
16Arize AX7.0Free plan$50/moYes50 /mo
17Arthur7.0Free plan$60/moYes60 /mo
18Braintrust7.0Free plan$249/moYes249 /mo
19Fiddler AI7.0Free planFreeYes
20HoneyHive7.0Free planFreeYes
21SUPERWISE7.0No$10/moNo10 /mo
22Arize Phoenix6.9Free planFreeYes
23Pulsar6.4
24Lunary6.1$20/moNo

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