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Arize AI vs Balsamiq Wireframes

Arize AI logo

Arize AI

Software

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

From
Free
Rated
-
Full reviewWebsite
Balsamiq Wireframes logo

Balsamiq Wireframes

Software

Low-fidelity wireframing that keeps focus on structure and content

From
On request
Rated
-
Full reviewWebsite

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.; Balsamiq Wireframes starter plan is capped at 10 projects and costs $16 per editor per month ($192/year)

Where they differ

Only the attributes on which Arize AI and Balsamiq Wireframes actually diverge.

Attributes where Arize AI and Balsamiq Wireframes differ
AttributeArize AIBalsamiq Wireframes
Starting priceFreeOn request
Pricing modelfreemiumsubscription
Free tierYesNo
Platformsweb, apiWeb

Identical on both: user rating (Not yet rated), category (Unknown).

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 Balsamiq Wireframes

Nothing recorded that Arize AI does not also cover.

What people use each for

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

Arize AI

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

Balsamiq Wireframes

No use cases recorded yet. See the Balsamiq Wireframes review.

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.

Balsamiq Wireframes

  • Starter plan is capped at 10 projects and costs $16 per editor per month ($192/year)
  • Teams plan raises the cap to only 100 projects at $24 per editor per month; even Enterprise tops out at 400 projects
  • AI credits are metered per editor per month (500 on Starter, 1,000 on Teams, 2,500 on Enterprise), so AI features have a hard usage ceiling beyond the base seat 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

Balsamiq Wireframes

On request

No published plan breakdown. See the Balsamiq Wireframes 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 Balsamiq Wireframes if

Nothing in the data separates Balsamiq Wireframes from Arize AI on the points above - pick on price and on how each one feels to use.

Balsamiq Wireframes review

Questions people ask

Is Arize AI or Balsamiq Wireframes better?
Neither clearly leads. Arize AI starts at Free and Balsamiq Wireframes at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Arize AI or Balsamiq Wireframes?
Arize AI has a free tier; the other does not. Paid plans start at Free for Arize AI and On request for Balsamiq Wireframes.
Does Arize AI or Balsamiq Wireframes run on more platforms?
Arize AI runs on web, api. Balsamiq Wireframes runs on Web.
Can I use Arize AI for free?
Yes. Arize AI has a free tier, so you can try it without paying. Balsamiq Wireframes starts at On request.
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 Balsamiq Wireframes is typically brought in for.
What can Arize AI do that Balsamiq Wireframes cannot?
Arize AI covers End-to-end tracing, Evaluation framework, Prompt testing and improvement, Alyx AI engineering agent.

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
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
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
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