OpenLLMetry vs Uptrace: Which Should You Choose in 2026?
Choosing between OpenLLMetry and Uptrace comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
By Toolradar Team · Last updated February 28, 2026 · Methodology
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
OpenLLMetry
Open-source observability for LLMs using OpenTelemetry.
Best for you if:
- • You want to try before committing
- • You need monitoring features specifically
- • Open-source observability for LLMs.
- • Uses OpenTelemetry for standardized data.
Uptrace
Open-source APM with distributed tracing
Best for you if:
- • You want the higher-rated option (7.8/10 vs 0.0/10)
- • You need debugging features specifically
- • Uptrace is an open-source APM powered by OpenTelemetry
- • It provides distributed tracing, metrics, and logs in one platform
| At a Glance |  Uptrace | |
|---|---|---|
Price | Free + Paid | Paid |
Best For | Monitoring | Debugging |
Rating | —/100 | 78/100 |
| Feature | OpenLLMetry | Uptrace |
|---|---|---|
| Pricing Model | Freemium | Paid |
| Editorial Score | — | 78 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | MonitoringAI Observability | DebuggingMonitoring |
How OpenLLMetry and Uptrace Compare
OpenLLMetry
Open-source observability for LLMs using OpenTelemetry.
Free tier available
Uptrace
Open-source APM with distributed tracing
Paid · 78/100 score
OpenLLMetry is a monitoring tool. Uptrace is in debugging.
Who Should Use What?
On a budget?
OpenLLMetry has a free tier. Uptrace is paid only.
Go with: OpenLLMetry
Want the highest-rated option?
Uptrace scores 78/100. OpenLLMetry is unrated.
Go with: Uptrace
Value user reviews?
Neither has user reviews yet.
Go with: Uptrace
3 Questions to Help You Decide
What's your budget?
OpenLLMetry is freemium. Uptrace is paid. OpenLLMetry lets you start free.
What's your use case?
OpenLLMetry is a monitoring tool. Uptrace is in debugging. Pick the category that matches your needs.
How important are ratings?
Not all tools have been rated yet.
Key Takeaways
Uptrace
- Higher score: 78/100 vs unrated
- Our pick for this comparison
OpenLLMetry
- Has a free tier
- Better fit for monitoring
The Bottom Line
Uptrace (78/100) is our pick. OpenLLMetry has a free tier if you want to test without paying.
Frequently Asked Questions
Is OpenLLMetry or Uptrace better?
Uptrace scores 78/100 in our evaluation. OpenLLMetry is freemium and Uptrace is paid.
What are OpenLLMetry and Uptrace used for?
OpenLLMetry: Open-source observability for LLMs using OpenTelemetry.. Uptrace: Open-source APM with distributed tracing.
What does OpenLLMetry cost vs Uptrace?
OpenLLMetry is freemium (free tier + paid plans). Uptrace is a paid tool. Visit their websites for detailed pricing.