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Buyer's guide

Best AI Observability software

Compare AI Observability products. Open any profile for real pricing, compliance, and buyer-fit detail, or jump into the ai observability directory to filter by industry, company size, and certifications.

18 toolsUpdated 2026

1
Langfuse is an open-source platform for tracing, prompt management, evaluations, and observability across LLM applications and agent systems.
AI Observability
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2
Axiom is a log management and observability platform offering unlimited data ingest, fast querying, and real-time dashboards at a fraction of the cost of traditional log analytics tools.
Log Management
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3
groundcover helps engineering teams observe Kubernetes, microservices, and cloud-native systems with a modern performance and cost posture.
Monitoring & Observability
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4
AgentOps is a developer platform for tracing, monitoring, testing, and debugging AI agents in development and production.
AI Observability
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5
LangSmith is LangChain's platform for debugging, testing, evaluating, and monitoring LLM applications and agent workflows.
AI Observability
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6
Arize helps teams monitor, evaluate, and improve LLM applications, retrieval systems, and machine learning products once they are live in production.
Observability Platforms
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7
PromptLayer is a platform for prompt management, AI observability, evaluation workflows, and release control across LLM apps and agent systems.
Prompt Engineering Tools
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8
LangWatch helps teams monitor prompts, traces, and quality signals across production LLM applications and agent workflows.
AI Observability
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9
Invariant builds security, guardrails, and observability tooling for AI agents, including agent behavior inspection and MCP security scanning.
AI Safety & Guardrails
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10
Traceloop: Open-source observability platform for LLM applications with tracing, monitoring, and prompt versioning via OpenLLMetry.
Observability Platforms
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11
DataRobot provides enterprise AI and machine learning platform with automated model building, deployment, and monitoring.
Machine Learning Platforms
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12
Levo AI: API observability and security platform providing automated API documentation, security testing, and runtime monitoring.
API Security Platforms
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13
Zenity: Copilot security platform providing governance, security, and compliance for Microsoft Copilot Studio, Power Platform, and low-code AI agents.
AI Governance
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14
Dagster is an open-source data orchestration platform for building, testing, and maintaining data pipelines with integrated lineage, observability, and asset-based workflows.
Data Observability
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15
Sentry is an application monitoring platform that helps developers identify, triage, and resolve errors and performance issues in real time. It provides stack traces, breadcrumbs, and releas…
Error Tracking
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16
Orq.ai: LLM operations platform for managing prompts, models, and deployments in production with collaboration tools for AI product teams.
LLM Ops
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17
Dynatrace is an observability and application security platform that provides AI-powered monitoring across full-stack environments including cloud-native, multi-cloud, and hybrid architectur…
Observability Platforms
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18
Acceldata provides enterprise-scale data observability covering data quality, pipeline reliability, and compute optimization across multi-cloud data environments.
Data Observability
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19
Distributional AI: Enterprise AI testing platform focused on stability and reliability testing for generative AI applications.
AI Observability
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20
WhyLabs: AI observability platform providing data and model monitoring with drift detection and anomaly identification.
AI Observability
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21
Decube: Data observability and governance platform monitoring data quality, freshness, and schema changes across sources.
Data Observability
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22
Reach Security: AI platform that automatically configures security tool policies.
Security Automation
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23
Fiddler AI: AI observability platform for monitoring, explaining, and analyzing ML model predictions in production.
AI Observability
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24
Datoin: AI model monitoring and data quality platform for production machine learning across multiple cloud.
AI Observability
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25
Onepane: AI-driven service ownership platform providing visibility into microservices and dependencies.
AI Observability
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26
UpTrain: Open-source LLM evaluation and observability tool for production AI pipelines.
AI Evaluation and Testing
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27
Klu: LLM app platform with prompt engineering, evaluation, and observability for teams
LLM Ops
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28
OpenObserve: Open source observability platform for logs, metrics, traces, and analytics with 140x less storage than Elasticsearch.
Observability Platforms
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29
Truera: AI quality management platform for monitoring model performance, explaining predictions, and testing for fairness.
AI Observability
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30
Resolve AI: AI production engineering platform that troubleshoots and resolves software issues automatically.
Platform Engineering
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31
Guild AI: Open-source experiment tracking system for ML engineers that doesn't require code changes to existing scripts.
Experiment Tracking
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32
Sensity: AI deepfake and synthetic media detection platform for enterprises.
AI Content Detection
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33
EvaluateGPT: Evaluation platform for voice AI agents and conversational systems.
AI Observability
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34
Opik: Open-source LLM evaluation and observability platform from Comet.
AI Observability
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35
Log10: LLM observability and evaluation platform for monitoring, debugging, and improving AI application performance.
AI Observability
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36
Maxim AI: End-to-end AI evaluation and monitoring platform for LLM product teams with prompt management and datasets.
AI Evaluation and Testing
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Frequently asked

What is the best ai observability software?

The guide above features ai observability tools with complete, vendor-maintained profiles. Open any profile for real pricing, compliance, and buyer-fit detail before you shortlist.

How does Cubbie choose these ai observability tools?

Listings come from the live Cubbie catalog. Cubbie does not accept payment for ranking position.

Ranked from Cubbie's live catalog, https://www.cubbie.com/best/ai-observability