LLM Observability: Own Every Log and Trace in LibreChat
SaaS observability tools take your data. With LibreChat on Opsily, your prompt logs and agent telemetry stay in your private infrastructure. Monitor performance without compromising privacy.
Stop Sending Your AI Logs to the Cloud
Most teams treat LLMs as a black box. You send a prompt, you get a response. But in production, you need to know why an agent failed or why a latency spike occurred.
Standard observability tools like Datadog or Honeycomb solve this by taking your data. Every prompt, every response, and every agent trace leaves your server. For a 100-person company, this creates a massive compliance hole.
LLM observability should not require a privacy trade-off. By self-hosting LibreChat with an integrated telemetry stack, you keep sensitive IP inside your VPC. You get the same traces and metrics without the third-party risk.
Why Private LLM Observability?
Secure your LLM observability telemetry and keep logs as private as your primary data.
Private by Default
Your logs never touch a SaaS dashboard. Everything stays on your Opsily server, ensuring absolute data residency and GDPR compliance.
One-Click Telemetry
LibreChat comes pre-configured with Winston logging and OpenTelemetry hooks. Deploy it on Opsily and start tracking traces in minutes.
Infrastructure Ownership
No vendor lock-in. You own the server, the database, and the logs. If you need to move, take your entire history with you.
Built for teams who need reliability
Complete Visibility Into Your AI Stack
True LLM observability requires three distinct data types. LibreChat handles all of them natively.
1. Traces for Agent Logic
When an AI agent uses tools or performs multi-step reasoning, things can go wrong. Traces show you exactly where the chain broke. You can see the specific prompt that led to a hallucination or a loop.
2. Metrics for Token Usage
AI costs balloon quickly. Monitor token usage per user, per model, and per day. Set alerts before your OpenAI or Anthropic bill hits four figures.
3. Logs for Security Audits
Capture every interaction for compliance. Identify prompt injection attempts or policy violations in real-time. Store these logs in your own encrypted database, not a third-party cloud.
How to Setup Private Monitoring
Three steps to total transparency.
Choose Your App
Select an app to get started.
Select LibreChat
Choose LibreChat from the Opsily catalog. Select your server size based on your expected chat volume.
Configure Traces
Enable OpenTelemetry in the environment variables. Connect it to your preferred backend like HyperDX or ELK.
Monitor in Peace
Watch your logs and traces flow into your private dashboard. No data ever leaves your control.
SaaS vs. Self-Hosted Observability
Compare the cost and privacy of monitoring your LLMs.
SaaS costs based on typical volume of 1M events per month.
Simple, Transparent Pricing
Choose the server size that fits your team. All plans include automated backups and a private environment.
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Built for Developers, Not Just Ops
LibreChat is built on a modern stack that developers love. It uses Winston for centralized logging, making it easy to pipe logs to any destination.
If you use AI agents, the OpenTelemetry support is a game changer. It allows you to visualize the entire lifecycle of a request. You can see how long the model took to respond, how long the search tool took to fetch data, and where the bottleneck is.
This isn't just about 'monitoring'. It's about debugging your AI application with the same precision you use for your core software. And because Opsily handles the infrastructure, you spend your time fixing the agent, not the server.
Frequently Asked Questions
Setup is straightforward on Opsily. Once LibreChat is deployed, you can enable OpenTelemetry via the environment variables in your dashboard. You then point the telemetry export to your preferred private backend, such as a self-hosted HyperDX or ELK stack. This allows you to start seeing traces and logs immediately without sending data to an external SaaS provider. We provide documentation for the most common configurations.
Take Control of Your AI Observability
Deploy LibreChat on Opsily today. Secure your logs, monitor your costs, and own your infrastructure.