Analytics comparison

Arize AI vs PostHog

Pricing, pros, cons, and ideal use cases — side by side.

Arize AIEnterprise

An ML and LLM observability platform for monitoring model and agent performance, detecting drift, and tracing failures in production.

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PostHog logo
PostHogFreemium

Open-source product analytics with session recording, feature flags, and A/B testing in one platform.

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At a glance

Arize AIPostHog
PricingEnterpriseOpen-source Phoenix is free. The Arize platform is sold via paid and enterprise plans.FreemiumFree up to 1M events/month. Self-host free. Pay-as-you-go past free tier.
CategoryAnalyticsAnalytics
Ideal for
Enterprises running AI in productionML and platform teamsRegulated industries needing auditable monitoring
SaaSDevelopersProduct TeamsTech-forward SMBs

Pros & cons

Arize AI

Pros
  • Purpose-built for AI observability at scale
  • Drift and performance-degradation detection
  • Open-source Phoenix as a lighter on-ramp
  • Strong fit for regulated environments
Cons
  • Enterprise platform pricing is a commitment
  • Most valuable once you have real production volume
  • Setup is an engineering project

PostHog

Pros
  • All-in-one analytics + flags + replay
  • Open source and self-hostable
  • Generous free tier
  • Developer-friendly
Cons
  • Requires technical setup
  • Self-hosting has infra cost
  • Interface is dense

Which should you choose?

PostHog is the lighter-weight option (Freemium), while Arize AI sits higher on the pricing ladder (Enterprise). Arize AI is built around enterprises running ai in production; PostHog leans more toward saas. Shortlist the one whose strengths line up with your biggest constraint.

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