
The Bottom Line
Entry price
Free plan available, paid tiers above
Biggest pro
Open-source core allows for self-hosting and full control without limitations.
Biggest con
Requires some technical knowledge for setup and instrumentation, especially for custom agents.
TL;DR - PandaProbe Cloud
- Provides comprehensive tracing for LLM agent behavior, capturing every decision and interaction.
- Offers state-of-the-art evaluation metrics to detect agent uncertainty and score trajectories over long runs.
- Enables proactive monitoring and regression detection with scheduled eval runs and alerts.
What is PandaProbe Cloud?
Pros & Cons
Pros
- Open-source core allows for self-hosting and full control without limitations.
- Provides deep visibility into agent behavior with detailed tracing and nested span hierarchies.
- Advanced evaluation metrics help identify and address agent uncertainty and performance drift.
- Seamless integration with popular agent frameworks and LLM providers minimizes setup effort.
- Monitoring features enable proactive detection of regressions before they affect users.
Cons
- Requires some technical knowledge for setup and instrumentation, especially for custom agents.
- The full benefits of advanced monitoring and evaluation may require consistent integration into CI/CD pipelines.
Key Features
Pricing Plans
Pricing checked Jun 15, 2026
Hobby
$0 / forever
- 100 base trace ingestion / mo
- 100 trace eval runs / mo
- 10 session eval runs / mo
- Human annotation
- 1 seat
- Community support via GitHub
Pro
$29 / month
- Everything in Hobby +
- 5k base traces / mo, then pay-as-you-go
- 5K trace eval runs / mo, then pay-as-you-go
- 100 session eval runs / mo, then pay-as-you-go
- 2 seats
- Email support
Startup
$299 / month
- Everything in Pro +
- 50k base traces / mo, then pay-as-you-go
- 50K trace eval runs / mo, then pay-as-you-go
- 1K session eval runs / mo, then pay-as-you-go
- 10 seats
- High rate limits
- Private Slack channel
- Data retention management
Enterprise
Custom
- Everything in Startup +
- Alternative hosting options (hybrid & self-hosted)
- Custom SSO
- Access to dedicated engineering team
- Support SLA
- Team trainings & architectural guidance
- Unlimited seats
- Dedicated support
Open Source
Free
- Apache 2.0 license
- All core platform features and APIs
- Scalability of PandaProbe Cloud
- Deployment docs
- Community support
- Customization options
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PandaProbe Cloud FAQ
How does PandaProbe Cloud help in testing and quality assurance for AI agents?
What kind of user or team benefits most from PandaProbe Cloud?
How does PandaProbe Cloud compare to LangWatch for monitoring LLM agents?
What are the main trade-offs when implementing PandaProbe Cloud?
Does PandaProbe Cloud include a free tier?
Can PandaProbe Cloud integrate with existing agent frameworks and LLM providers?
How does PandaProbe Cloud provide deep visibility into agent behavior?
Source: pandaprobe.com