AI · head to head
Arize AI vs Mage AI

Arize AI
AI
AI engineering platform for observability and evaluation of agents and LLM apps
- From
- Free
- Rated
- -

Mage AI
Automation Integration
Data pipeline platform with AI-generated workflows and governance
- From
- $100/month
- Rated
- -
The short version
- Only Arize AI has a free tier, so it costs nothing to try first.
- Each has a real cost: Arize AI the free plan caps trace spans at 25,000 per month with only 15 days of retention.; Mage AI usage-based pricing lacks transparency for cost forecasting
- They diverge on capability: Arize AI covers End-to-end tracing, Mage AI covers AI-generated workflows.
Where they differ
Only the attributes on which Arize AI and Mage AI actually diverge.
Identical on both: 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 Mage AI
- AI-generated workflows
- Pipeline building
- Data validation
- Workflow orchestration
- Automatic recovery
- Reusable components
- Governance controls
What people use each for
The jobs each tool is most often brought in to do.
Arize AI
- Tracing and debugging production AI agentsnot Mage AI
- Running large-scale evaluations across traces and sessionsnot Mage AI
- Improving prompts before production rolloutnot Mage AI
- Storing and querying GenAI traces alongside a data warehousenot Mage AI
Mage AI
- Building and orchestrating data pipelines with visual interfacenot Arize AI
- Automating ETL workflows with AI assistancenot Arize AI
- Validating data quality across transformationsnot Arize AI
- Distributing transformed data to multiple destinationsnot 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.
Mage AI
- Usage-based pricing lacks transparency for cost forecasting
- Limited standalone pricing details on website
- Requires contact for enterprise deployment options
- Smaller ecosystem compared to established competitors
- May require significant customization for complex data models
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
Mage AI
$100/month- Cloud$100/month
- 1 development environment
- Unlimited users
- Usage-based infrastructure pricing
- Hybrid Cloud$null/custom
- Private data processing
- Custom infrastructure
- Contact sales
- Private Cloud$null/custom
- Complete isolation
- Full infrastructure control
- Contact sales
- On-Premises$null/custom
- Full local control
- Enterprise deployment
- Contact sales
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.
Choose Mage AI if
- You need ai-generated workflows.
- You work on Cloud, Hybrid, Private Cloud, On-Premises.
- You also want pipeline building.
Questions people ask
- Is Arize AI or Mage AI better?
- Neither clearly leads. Arize AI starts at Free and Mage AI at $100/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Arize AI or Mage AI?
- Arize AI has a free tier; the other does not. Paid plans start at Free for Arize AI and $100/month for Mage AI.
- Does Arize AI or Mage AI run on more platforms?
- Arize AI runs on web, api. Mage AI runs on Cloud, Hybrid, Private Cloud, On-Premises.
- Can I use Arize AI for free?
- Yes. Arize AI has a free tier, so you can try it without paying. Mage AI starts at $100/month.
- 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 Mage AI is typically brought in for.
- What can Arize AI do that Mage AI cannot?
- Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent. Mage AI covers AI-generated workflows, Pipeline building, Data validation, Workflow orchestration.
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.
SourceMage AI: What is the starting price for Mage Cloud?
Cloud plan starts at $100/month for one development environment with unlimited users, plus usage-based compute charges.
SourceArize 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.
SourceMage AI: How is compute usage billed on Mage?
CPU is charged at $0.50 per hour and RAM at $0.50 per 4GB per hour of utilization.
SourceArize 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.
SourceRelated pages
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- Mage AI vs CrewAI
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- Mage AI vs UiPath
- Mage AI vs Workato
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