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Arize AX vs Evidently

Our take

Pick Arize AX if you're on a agent / ML team who will stay on AX Free at $0 (10 Signal issues, 25k spans, 1 GB, 15-day retention) while they open a first Signal list, then AX Pro at $50/month when they need 25 issues, 50k spans, or 30-day retention. Pick Evidently if you're on a mL / LLM team who will run Evidently locally at $0 — not Arize first unless they want hosted Signal at $50.

Arize AX

Arize AX

hosted Signal issues desk

Evidently

Evidently

local LLM + ML eval dashboard

Best for

Arize AX An issue list you start at a public $

Evidently One Apache dashboard for LLM and classic ML quality

Free plan

Arize AX $0 · no card. 10 Signal issues / month. 25k trace spans / month. 1 GB ingestion. 15-day retention. SaaS. Unlimited users. Unlimited evals. 1 org / 1 space

Evidently $0 · local UI (evidently ui). You bring compute and judge-model keys

Lowest paid

Arize AX AX Pro $50/mo

Evidently Not published by the vendor

Coding agent

Arize AX Experiments

Evidently

Runs where

Arize AX Local or hosted

Evidently Hosted

Watch out

Arize AX Free Signal caps at 10 issues / month (account-wide, UTC)

Evidently $0 is the library, not judge tokens

Last checked

Arize AX 2026-10-23 · arize.com/pricing

Evidently 2026-10-27 · evidentlyai.com

Which one, then?

Pick Arize AX if

agent / ML teams who will stay on AX Free at $0 (10 Signal issues, 25k spans, 1 GB, 15-day retention) while they open a first Signal list, then AX Pro at $50/month when they need 25 issues, 50k spans, or 30-day retention.

Read the Arize AX page

Pick Evidently if

mL / LLM teams who will run Evidently locally at $0 — not Arize first unless they want hosted Signal at $50.

Read the Evidently page

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