> ## Documentation Index
> Fetch the complete documentation index at: https://docs.trusys.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Production Monitoring

TRU PULSE ensures that AI models remain secure, compliant, and performant in production environments.

<img src="https://mintcdn.com/trusys/SzEVAMEivKYXTYeV/images/trupulse-i.png?fit=max&auto=format&n=SzEVAMEivKYXTYeV&q=85&s=681ee19af9797df8e6214b1df79ceba1" alt="Descriptive alt text" noZoom height="200" data-path="images/trupulse-i.png" />

### Key Capabilities

* Real-time input/output logging and policy violation detection
* Set up custom monitoring policies for toxicity, bias, hallucination, etc.
* Detect concept drift, performance degradation, or abnormal user behavior
* Integrate with observability pipelines and alerts (e.g., via APIs, webhooks)
* View model behavior trends and generate audit reports

### Use Cases

* Monitor deployed AI copilots, bots, or recommender systems
* Catch and respond to emerging risks or attacks in production
* Maintain compliance with AI governance and safety requirements
