Independently agent-testedAnthropic · OpenAI · Gemini · Grok
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Bench test · AI Automation

Celery vs Tray.io

Tray.io beats Celery 6.8 to 6.7 on our four-agent test panel, winning 2 of 4 agents head to head. Celery: free tier available. Facts last verified November 1, 2026.

CeleryTray.io
consensus
score6.7/10
score6.8/10
agents won2 / 42 / 4
fromFree—
free tieryes ▲no
categoryAI AutomationAI Automation

Agent panel — head to head

Anthropic7.8 ▲7.6
OpenAI7.67.8 ▲
Gemini7.88.5 ▲
Grok3.5 ▲3.2

Celery

  • ✓Open-source and free
  • ✓Highly scalable across multiple machines
  • ✓Flexible message broker support
  • —Steep learning curve for complex setups
  • —Requires external infrastructure (broker, workers)
  • —Limited built-in UI for monitoring
Asynchronous task executionDistributed worker architectureTask scheduling and retriesMessage broker integrationReal-time monitoringWorkflow orchestration

Tray.io

  • ✓Scalable for enterprise-level integrations
  • ✓Minimal coding required for complex workflows
  • ✓Extensive app ecosystem and connector library
  • —Higher pricing compared to lightweight alternatives
  • —Steeper learning curve for advanced features
  • —Requires some technical knowledge for complex scenarios
Visual workflow builder with drag-and-drop interfacePre-built connectors to 1000+ applicationsLow-code/no-code automation capabilitiesEnterprise-grade security and complianceAdvanced error handling and retry logicAPI and webhook support for custom integrations

Free · free tier

Try Celery ▸

Pricing on their site

Try Tray.io ▸

Verdict

Tray.io takes it — 6.8 to 6.7 (a photo finish).

The panel gave Tray.io the edge on 2 of 4 agents. That said, Celery has a free tier if budget is the deciding factor.

Celery vs Tray.io: which wins on the bench? (2026) — Try Tested