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Arize AI vs Portkey

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Arize AI compared with Portkey
DetailArize AIPortkey
What it doesThe agent observability and evaluation platform. Production Stack for Gen AI Builders
StageEstablished Not given
FoundedNot given Not given
Based inNot given US
Pricing modelfreemium Not given
PricingNot given Not given
Key features
  • Trace observability with OpenTelemetry compliance
  • Comprehensive evaluation framework for span, trace, and session evals
  • Alyx AI engineering agent for debugging and fixing issues
  • Agent-first debugging for coding agents
  • ADB datastore for GenAI traces in open formats
  • Phoenix open-source platform for local-first tracing and evaluation
  • Online evaluations on production traces
  • Integration with 40+ models, frameworks, and AI tools
  • Built on OpenInference and OpenTelemetry standards
  • Certified security and compliance including SOC 2, ISO, PCI, GDPR, HIPAA
  • AI Gateway with universal API access to 1,600+ LLMs
  • Real-time observability dashboard for LLM monitoring
  • Guardrails for enforcing output quality and constraints
  • Prompt management with templates and versioning
  • AI Governance with role-based access control
  • Semantic and simple caching with unlimited TTL
  • Automatic fallbacks and advanced routing rules
  • Agent tracing and performance monitoring
  • PII redaction for data privacy
  • MCP Gateway for Model Context Protocol integration
What makes it different
  • Built by founders of OpenInference, the leading open standard for GenAI observability
  • Signal surfaces what matters, uncovers root causes, and generates review-ready fixes automatically
  • Processes 1 trillion spans and runs 1 billion evals per year at scale
  • Flexible deployment with data staying under customer control
  • Open-source-first approach with local-first option via Phoenix
  • Unified API access to 1,600+ LLMs with 3-line integration
  • Intelligent caching that saves thousands on repeated requests
  • Real-time observability and cost monitoring dashboard
  • End-to-end LLM orchestration for agents and complex workflows
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)78 no change since last check74 no change since last check
Trust Flow (Majestic)3427
Citation Flow (Majestic)5447
Referring domains (Majestic)55273006

3 details filled in for both companies.

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