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PandaProbe Cloud

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PandaProbe Cloud delivers managed tracing and evaluation for AI agents.

FreemiumCoding & Dev
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Free to browse · updated 2026-06-15
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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

Full-stack tracing, evals, and monitoring
Managed trace ingestion, storage, and dashboards
Managed Eval LLM and embedding models
Auto-scaling for traffic and usage
SSO and role-based access control
Built-in eval scheduler for continuous monitoring
SLA with dedicated support

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

  1. 1Sign up at the PandaProbe site and select the Hobby plan
  2. 2Install PandaProbe via the terminal command
  3. 3Add skills using npx skills add chirpz-ai/pandaprobe-skills
  4. 4Connect your coding agent for tracing and monitoring
  5. 5Review dashboards and set up eval schedules

PandaProbe Cloud pricing

Pricing model: Freemium. Plan details are indicative — check the site for current prices.

HOBBY

Free
  • 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
$29/mo
  • 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/mo
  • 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

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.

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