PandaProbe Cloud
VerifiedPandaProbe Cloud delivers managed tracing and evaluation for AI agents.

What is PandaProbe Cloud?
PandaProbe Cloud serves as a complete solution for teams building AI agents by supplying hosted capabilities for trace collection, performance assessments, and ongoing oversight. The platform manages all backend operations including data storage and model-based evaluations so users avoid any server provisioning or maintenance duties. Key aspects include automatic handling of usage growth, integration of role-based permissions with single sign-on, and scheduled assessments against live data flows. Support options range from community resources on lower tiers to dedicated channels and guarantees for advanced users. The offering contrasts with self-managed alternatives by removing operational responsibilities entirely. This allows engineering groups to direct efforts toward agent improvement rather than tooling upkeep, with flexible plans starting from a no-cost entry level.
Key features
What you can use PandaProbe Cloud for
Zero-Ops Agent Tracing
Teams gain full-stack tracing and monitoring for AI agents without provisioning or maintaining any servers, as all ingestion, storage, and dashboards are fully managed.
Managed Evaluation Workflows
Run LLM-as-judge evaluations and embedding models on production traffic with built-in schedulers, eliminating the need for external API keys or self-managed infrastructure.
Enterprise Team Scaling
Growing engineering teams benefit from role-based access, SSO integration, auto-scaling, and dedicated support SLAs while focusing resources on agent improvement rather than tooling operations.
How to use PandaProbe Cloud
- 1Sign up at the PandaProbe site and select the Hobby plan
- 2Install PandaProbe via the terminal command
- 3Add skills using npx skills add chirpz-ai/pandaprobe-skills
- 4Connect your coding agent for tracing and monitoring
- 5Review dashboards and set up eval schedules
PandaProbe Cloud pricing
Pricing model: Freemium. Plan details are indicative — check the site for current prices.
HOBBY
- 100 base trace ingestion / mo
- 100 trace eval runs / mo
- 10 session eval runs / mo
- Human annotation
- 1 seat
- Community support via GitHub
PRO
Popular- 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
- 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
- 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
Editor's verdict
Pros
- +Zero infrastructure to manage or scale
- +Minutes to set up vs days for self-hosting
- +No external API keys needed for evaluations
Cons
- –Usage limits on Hobby and Pro plans
- –Pay-as-you-go costs beyond base allowances
Our take: PandaProbe Cloud is a solid coding & dev choice. It's valued for zero infrastructure to manage or scale and minutes to set up vs days for self-hosting. The main trade-off is usage limits on hobby and pro plans. A good pick if you want capable AI without a high upfront cost.
Frequently asked questions
PandaProbe Cloud is a fully managed platform providing full-stack tracing, evaluations, and monitoring for AI agents with zero infrastructure to maintain.
Summary
PandaProbe Cloud is a solid coding & dev choice. It's valued for zero infrastructure to manage or scale and minutes to set up vs days for self-hosting. The main trade-off is usage limits on hobby and pro plans. A good pick if you want capable AI without a high upfront cost.
User reviews
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