Arize AI vs Arize Phoenix

Arize AI vs Arize Phoenix: side-by-side comparison of two evaluation & observability platforms systems — architecture, taxonomy, license, pricing, MCP/A2A support, and direct edges.

Arize AI · Arize Phoenix

Cost & capability

Arize AIArize Phoenix
Cost tiersearched not foundsearched not found
$/Mtok inputsearched not foundsearched not found
$/Mtok outputsearched not foundsearched not found

Where they differ (4)

Rows where both sides have data and the values disagree — the shortlist of dimensions that actually distinguish these two systems.

Arize AIArize Phoenix
TypeML + LLM observability platformOSS LLM tracing + eval
Created20202023
Licensesearched not foundElastic 2.0
Funding$130.7M total raised through Series C 2024-07 ($70M, Salesforce Ventures + Battery led).searched not found

At a glance

Arize AIArize Phoenix
SectionEvaluation & observability platforms Evaluation & observability platforms
TierT1 T1
TypeML + LLM observability platform OSS LLM tracing + eval
Created2020 2023
Latest releasesearched not found searched not found
Licensesearched not found Elastic 2.0
GitHubsearched not found searched not found
Pricingsearched not found searched not found
Funding$130.7M total raised through Series C 2024-07 ($70M, Salesforce Ventures + Battery led). searched not found
Deploymentsearched not found searched not found
API surfacesearched not found searched not found
Multi-tenancysearched not found searched not found
MCPsearched not found searched not found
A2Asearched not found searched not found
OpenTelemetrysearched not found searched not found
Optimised forsearched not found searched not found
Anti-fitsearched not found searched not found

Taxonomy

AxisArize AIArize Phoenix
storagen/an/a
retrievaln/an/a
persistencen/an/a
updaten/an/a
unitn/an/a
governancen/an/a
conflictn/an/a

Pros & cons

Arize AI

Pros: searched not found

Cons: searched not found

Arize Phoenix

Pros: searched not found

Cons: searched not found

Rows last verified 2026-05-14 / 2026-05-14. Data is CC-BY-4.0 — see how to read this.