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AI · head to head

Arize AI vs Make

Arize AI logo

Arize AI

AI

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

From
Free
Rated
-
Full reviewWebsite
Make logo

Make

Remote Work

The platform for the new way of working

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.; Make free tier limited to 1,000 credits per month
  • They diverge on capability: Arize AI covers End-to-end tracing, Make covers Visual workflow builder.

Where they differ

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

Attributes where Arize AI and Make differ
AttributeArize AIMake
Platformsweb, apiWeb
CategoryAIRemote Work
FoundedUnknown2013

Identical on both: starting price (Free), pricing model (freemium), 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 Make

  • Visual workflow builder
  • Webhooks
  • API connectors
  • Conditional logic
  • Data transformation
  • Error handling
  • Scheduling
  • Team collaboration

What people use each for

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

Arize AI

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

Make

  • Automating integrations between 3,000+ pre-built applicationsnot Arize AI
  • Building AI agents and workflow automation without extensive codingnot Arize AI
  • Enterprise automation with GDPR, SOC 2 Type II compliancenot Arize AI
  • Rapid deployment of automations from concept to livenot 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.

Make

  • Free tier limited to 1,000 credits per month
  • Free tier restricted to 2 active scenarios maximum
  • Free tier enforces 15-minute minimum scheduling interval
  • Credit-based model means costs scale with usage volume, not just features

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

Make

Free

No published plan breakdown. See the Make review.

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 Make if

  • You need visual workflow builder.
  • You want to start without paying.
  • You also want webhooks.
Make review

Questions people ask

Is Arize AI or Make better?
Neither clearly leads. Arize AI starts at Free and Make at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Arize AI or Make?
Arize AI starts at Free and Make at Free.
Does Arize AI or Make run on more platforms?
Arize AI runs on web, api. Make runs on Web.
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 Make is typically brought in for.
What can Arize AI do that Make cannot?
Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent. Make covers Visual workflow builder, Webhooks, API connectors, Conditional logic.

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
Make: How is Make priced and does the free plan expire?

Make offers a free plan with 1,000 credits per month at no cost and no time limit. The free plan includes the no-code workflow builder, access to 3,000+ apps, and customer support. Paid tiers (Core, Pro, Teams) are $9-$29/month with 10,000+ credits included.

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
Make: What happens if I exceed my monthly credits?

Extra credits beyond the monthly allowance can be purchased in bundles of 1,000 or 10,000. Auto-purchasing is available for Core, Pro, and Teams plans to automatically buy additional credits when needed.

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
Make: Can I save money by switching to annual billing?

Yes, annual plans offer 15% or more savings compared to monthly billing. Monthly subscriptions continue until the end of the billing month, while annual plans run for 12 months.

Source
Make: What happens to unused credits if I cancel?

Unused monthly credits expire at the end of each billing cycle. With annual subscriptions on Pro and Teams plans, credits are maintained for the full 12-month term. Users can cancel at any time and the organization converts to the free plan after the current billing cycle ends.

Source
Make: How many active scenarios can I create on the free plan versus paid plans?

The free plan is limited to 2 active scenarios and has a 15-minute minimum interval between runs. Paid plans (Core and above) offer unlimited active scenarios with the ability to schedule runs down to the minute.

Source
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