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Best Model Monitoring Software in 2026

Model monitoring software is for keeping watch on model behavior, data quality and performance. Compared on drift detection, bias monitoring, data quality monitoring and performance monitoring, the entries also specify deployment options and monitored model limits. These details help you consider operational fit alongside the signals you need to track. Free-plan availability and paid-from pricing provide cost…

24 appsSorted 24 Oct 2026How we rank
18.7
W&B Weave logo

W&B Weave provides observability and continuous improvement tools for production AI agents.

Free planOpen sourceiOSWebAPI
From $60 a month
28.4
Opik logo

Opik helps teams building applications or agents that call an LLM log actions and evaluate behavior through development, testing, and production.

Free planOpen sourceWebAPILinux
From $19 a month
38.3
Evidently AI logo

Evidently AI evaluates, tests, and monitors machine-learning models, LLMs, RAG applications, and AI agents.

Free planOpen sourceWebAPILinux
From $80 a month
  1. 4Langfuse logo

    Langfuse

    Langfuse is an open-source AI engineering platform for teams debugging, analyzing, and iterating on AI agent applications.

    Free planOpen sourceWebAPILinuxSelf-hosted
    8.2From $29 a month
  2. 5LangWatch logo

    LangWatch

    LangWatch is an AI agent engineering platform for teams preparing agents for production.

    Free planOpen sourceWebAPILinuxmacOS
    8.2From €29 a month
  3. 6Deepchecks logo

    Deepchecks

    Deepchecks LLM Evaluation is a platform for testing, observability, and monitoring of AI systems in production.

    Free planOpen sourceWebAPILinuxmacOS
    8.1Free plan
  4. 7LangSmith logo

    LangSmith

    LangSmith is a platform for building, evaluating, deploying, monitoring, and improving AI agents.

    Free planWebAPILinuxmacOS
    8.0$39 usage-based
  5. 8NannyML logo

    NannyML

    NannyML monitors deployed machine-learning models and estimates their performance when ground-truth labels are delayed or unavailable.

    Free planOpen sourceWebAPILinuxSelf-hosted
    7.9From $99 a month
  6. 9SUPERWISE logo

    SUPERWISE

    SUPERWISE AMP is an AI governance control plane between AI applications and models.

    Free planWebAPIExtensionLinux
    7.8From $9 a month
  7. 10Braintrust logo

    Braintrust

    Braintrust is an observability platform for teams improving AI agents that run in production.

    Free planWebAPISelf-hosted
    7.7From $249 a month
  8. 11

    OpenLIT

    OpenLIT is an open-source Agent Harness Engineering platform for LLM tracing, evaluations, prompt management and cost tracking, built on OpenTelemetry.

    Free planOpen sourceWebAPILinuxmacOS
    7.7Free plan
  9. 12

    Lunary

    Lunary is an AI platform for enterprises and developers building chatbots or other applications powered by large language models.

    Open sourceWebAPISelf-hosted
    7.1From $20 a month
  10. 13Maxim AI logo

    Maxim AI

    Maxim AI is an evaluation and observability platform for simulating, assessing, and monitoring AI agents.

    Free planWebAPISelf-hosted
    7.0From $29 a month
  11. 14Galileo logo

    Galileo

    Galileo is an observability, evaluation, and guardrail platform for generative AI and agentic applications.

    Free planWebAPISelf-hosted
    6.9From $100 a month
  12. 15Helicone logo

    Helicone

    Helicone is a platform for routing, debugging, and analyzing AI applications.

    Free planWebAPISelf-hosted
    6.9From $79 a month
  13. 16

    Arize AX

    Arize AX is a platform for improving AI agents by turning production behavior into issues, investigations, evaluations, and experiments.

    Free planWebAPISelf-hosted
    6.8From $50 a month
  14. 17Laminar logo

    Laminar

    Laminar is an open-source observability and debugging platform for AI agents, designed around OpenTelemetry.

    Free planWebAPISelf-hosted
    6.8From $30 a month
  15. 18Arthur logo

    Arthur

    Arthur is a platform for finding AI agents across enterprise environments and providing a shared way to observe and govern them.

    Free planWebAPISelf-hosted
    6.7From $60 a month
  16. 19

    Qualdo-MQX

    Qualdo-MQX monitors machine-learning models after deployment, helping teams track performance, model errors, and data quality issues.

    Free planWebAPISelf-hosted
    6.6From $79 a month
  17. 20

    Memoturn

    Memoturn is an open-source platform for tracing and managing large language model applications.

    Free planWebAPILinuxSelf-hosted
    6.5Free plan
  18. 21Fiddler AI logo

    Fiddler AI

    Free planWebAPISelf-hosted
    6.4Free plan
  19. 22HoneyHive logo

    HoneyHive

    HoneyHive is an agent observability platform for teams that want to observe, evaluate, and improve AI agents in production.

    Free planWebAPISelf-hosted
    6.4Free plan
  20. 23

    Arize Phoenix

    Arize Phoenix helps teams trace, evaluate, debug, and improve AI applications.

    Free planWebAPISelf-hosted
    6.3Free plan
  21. 24

    Pulsar

    Pulsar monitors machine learning models in production, focusing on model drift, concept drift, and performance.

    APISelf-hosted
    5.6

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