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AI · head to head

Arize AI vs Mural

Arize AI logo

Arize AI

AI

AI engineering platform for observability and evaluation of agents and LLM apps

From
Free
Rated
-
Full reviewWebsite
Mural logo

Mural

Remote Work

The digital workspace for visual collaboration

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Arize AI the free plan caps trace spans at 25,000 per month with only 15 days of retention.; Mural the free plan allows 3 editable murals at a time, so working on a fourth means archiving one
  • They diverge on capability: Arize AI covers End-to-end tracing, Mural covers Infinite canvas.

Where they differ

Only the attributes on which Arize AI and Mural actually diverge.

Attributes where Arize AI and Mural differ
AttributeArize AIMural
Pricing modelfreemiumsubscription
Platformsweb, apiWeb, Ios, Android
CategoryAIRemote Work
FoundedUnknown2011

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Arize AI

  • End-to-end tracing
  • Evaluation framework
  • Prompt testing and improvement
  • Alyx AI engineering agent
  • Custom dashboards
  • Data warehouse integrations

Only in Mural

  • Infinite canvas
  • Sticky notes
  • Shapes & connectors
  • Image uploads
  • Real-time collaboration
  • Templates
  • Voting & feedback
  • Slack

What people use each for

The jobs each tool is most often brought in to do.

Arize AI

  • Tracing and debugging production AI agentsnot Mural
  • Running large-scale evaluations across traces and sessionsnot Mural
  • Improving prompts before production rolloutnot Mural
  • Storing and querying GenAI traces alongside a data warehousenot Mural

Mural

  • Running collaborative workshops and retrospectives on a shared whiteboardnot Arize AI
  • Mapping journeys and diagrams with a distributed teamnot Arize AI

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Arize AI

  • The free plan caps trace spans at 25,000 per month with only 15 days of retention.
  • Self-hosted deployment and Data Fabric integration are restricted to the custom-priced Enterprise tier.
  • Pricing beyond the $50/month Pro plan requires a custom quote, making cost planning less transparent at scale.
  • Advanced compliance features like HIPAA are only available on Enterprise.

Mural

  • The free plan allows 3 editable murals at a time, so working on a fourth means archiving one
  • Mural AI and the Zoom and Webex integrations require Team+ at $9.99 per member per month billed annually
  • SSO and the Okta, Azure and GitHub integrations are Business only at $17.99 per member per month
  • Multiple workspaces, SCIM, audit logs and enforced 2FA are Enterprise only with no published price

Pricing, plan by plan

Arize AI

Free
  • AX FreeFree
    • 25k trace spans/month
    • 1 GB storage/month
    • 15-day retention
  • AX Pro$50/month
    • 50k trace spans/month
    • 10 GB storage/month
    • 30-day retention
  • AX Enterprise$undefined/mo
    • Custom trace spans, storage, and retention
    • SaaS or self-hosted deployment
    • Managed agents and Data Fabric

Mural

Free
  • FreeFree
    • 1 mural
    • Basic shapes
    • File uploads
  • Team$16/month
    • Unlimited murals
    • Advanced templates
    • Team collaboration

Which should you pick?

Choose Arize AI if

  • You need end-to-end tracing.
  • You want to start without paying.
  • You work on web, api.
  • You also want evaluation framework.
Arize AI review

Choose Mural if

  • You need infinite canvas.
  • You want to start without paying.
  • You work on Web, Ios, Android.
  • You also want sticky notes.
Mural review

Questions people ask

Is Arize AI or Mural better?
Neither clearly leads. Arize AI starts at Free and Mural at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Arize AI or Mural?
Arize AI starts at Free and Mural at Free.
Does Arize AI or Mural run on more platforms?
Arize AI runs on web, api. Mural runs on Web, Ios, Android.
Can I use Arize AI for free?
Both have a free tier, so you can try either at no cost before committing.
What is Arize AI best used for?
Arize AI is most often used for tracing and debugging production ai agents, running large-scale evaluations across traces and sessions, improving prompts before production rollout, storing and querying genai traces alongside a data warehouse. Of those, tracing and debugging production ai agents and running large-scale evaluations across traces and sessions are not what Mural is typically brought in for.
What can Arize AI do that Mural cannot?
Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent. Mural covers Infinite canvas, Sticky notes, Shapes & connectors, Image uploads.

Answered from the vendors’ own pages

Arize AI: What does Arize AX cost?

Arize AX offers a free plan, a Pro plan at $50/month, and a custom-priced Enterprise plan, with pricing based on trace spans, storage, and retention needs.

Source
Mural: How much does Mural cost?

Mural Team+ is $9.99 per member per month billed annually, or $12 billed monthly. Business is $17.99 per member per month billed annually. Enterprise is quoted by sales.

Source
Arize AI: Is there a free plan, and what are its limits?

The AX Free plan includes 25,000 trace spans and 1 GB of storage per month with 15-day retention, plus unlimited users, evaluations, and experiments.

Source
Mural: What does the free Mural plan limit?

The free plan allows unlimited murals in total but only 3 that can be edited at a time, and it is restricted to a single workspace with open rooms only.

Source
Arize AI: What deployment options are available?

Free and Pro plans are SaaS-only, while Enterprise customers can choose SaaS or self-hosted deployment with custom SLAs.

Source
Mural: Which Mural plan includes single sign-on?

SSO via SAML 2.0 starts on the Business plan at $17.99 per member per month, which also adds unlimited external guests and advanced integrations.

Source
Mural: When do I need Mural Enterprise?

Enterprise adds multiple workspaces, SCIM user and group management and data residency options. Team+ and Business are both limited to a single workspace.

Source
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