Datadog LLM Observability

Complete visibility into infrastructure performance with effortless deployment, minimal maintenance, and unparalleled breadth of coverage.

1,000+ Turn-Key Integrations, Including

Product Benefits

Improve LLM Application Performance

Enable real-time monitoring of various application performance evaluation metrics
Quickly identify any deviations or degradation in LLM performance
Improve model performance and user experience with a proactive approach that allows for timely intervention

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Gain Visibility into Complete Application Stack

Enhance the interpretability of responses by visualizing the request-response pairs, word embeddings, or prompt chain sequence
Explore insights into the decision-making process of AI models, promoting transparency and explainability
Uncover anomalies, biases, and user feedback with out-of-the-box capabilities to effectively monitor and analyze data inputs and outputs

Faster Issue Diagnosis

Resolve issues faster with complete visibility into the operation of LLM chains
Pinpoint the root cause of an issue by easily analyzing the backend operations and API calls for a request
Quickly understand why an LLM agent is looping or why a chain is slower than expected with end-to-end visibility

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Increased LLM Application Security

Strengthen the security of your LLM applications with model behavior monitoring for potential security vulnerabilities or malicious attacks
Detect anomalies that may indicate data leaks or adversarial attacks by tracking access patterns, input data, and model outputs
Proactively identify and mitigate security threats by safeguarding sensitive data and maintaining the integrity of LLM applications with continuous monitoring

Efficient Cost Management

Optimize resource allocation and cost based on actual usage patterns
Identify resource bottlenecks or underutilization with monitoring metrics such as token consumption, CPU/GPU utilization, and memory usage
Ensure cost-effectiveness of LLM applications with insights that can inform decisions on scaling resources up or down

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The Essential Monitoring and Security Platform for the Cloud Age

Datadog brings together end-to-end traces, metrics, and logs to make your applications, infrastructure, and third-party services entirely observable.

Platform Diagram

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