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Arize AX vs Helicone 2026: Unlimited Seats and Evals Against Usage-Based Billing

Quick verdict: Arize AX is our overall pick for arize-ax vs helicone.

Arize AX charges $50/mo with unlimited users and unlimited evals; Helicone charges $79/mo with unlimited seats but usage-based pricing on top of the tier.

~800 words · 2 tools compared

Tool Rating Pricing Best for
Arize AX Best overall Best for teams 4.0/5 Free $50/mo (AX Pro) Arize AX is the cheapest paid step in the cluster at $50/mo, with a $0 Free tier (25K span…
Helicone Best free 3.8/5 Free $79/mo (Pro) Helicone is the request-level observability and gateway layer priced per request: Hobby fr…
Bottom line: Arize AX for a predictable flat fee that never scales with your team size, plus free open-source Phoenix if you want to go fully local. Helicone for the simplest possible integration and a gateway with caching, rate limits and fallbacks - but expect a usage-based line to appear on top of the $79. The two overlap least: Arize is a tracing and evaluation platform, Helicone is a proxy. Pick Langfuse for a middle price with self-hosting.

Pricing and details

Arize AX · 4.0/5

Free plan available · $50/mo (AX Pro)

Billed on signals, spans, ingestion volume and retention rather than seats - users and evals are unlimited on every tier; self-hosted deployment is Enterprise-only, while the open-source Phoenix platform is free and local

No published annual rate; a separate startup pricing track exists on the pricing page

Observability · Open source (Phoenix) · Session-level tracing · Self-host on Enterprise

Arize AX is the cheapest paid step in the cluster at $50/mo, with a $0 Free tier (25K spans, 1 GB, 15-day retention) and a free open-source sibling in Arize Phoenix for fully local tracing.

Score breakdown

Evidence legend: ★ Hands-on tested = we used the product ourselves; Verified (docs) = checked against the vendor’s own pages and pricing.

FunctionalityVerified (docs)
4.0
UsabilityVerified (docs)
3.0
StabilityVerified (docs)
4.0
CollaborationVerified (docs)
3.0
LocalizationVerified (docs)
2.0
ValueVerified (docs)
5.0

📎 The value pick: unlimited users and unlimited evals on every tier, a $50/mo paid step that undercuts Braintrust by 5x, and a genuine free open-source sibling (Phoenix) if you want local tracing with no account at all. The trade-offs are real - the free tier is capped at 10 signals and 25K spans, and self-hosting your own data only arrives at Enterprise, so privacy-sensitive teams pay to talk sales.

Pros

  • Unlimited users and unlimited evaluations on every tier, including the free one - the only cluster member that never charges for seats
  • $50/mo is the cheapest paid step in the set, undercutting Braintrust Pro by 5x
  • Arize Phoenix is a genuinely free, open-source, local-first platform for tracing and evaluation with no account required
  • Session-level and multi-modal tracing (image, voice, PDF), agent trajectory visualizations and online/offline evals are unlimited on all tiers

Cons

  • The free tier is narrow - 10 signals a month and 25K spans, so production volume will not fit
  • Self-hosted deployment is Enterprise-only; the free local option is the separate Phoenix project, not AX itself
  • SOC 2 Type II, SSO, audit logs, HIPAA and data-region choice start at Enterprise

Pricing verified 2026-10-03

Helicone · 3.8/5

Free plan available · $79/mo (Pro)

Requests are the billing unit and usage-based pricing applies on top of every paid tier; storage beyond 1 GB is usage-billed, and Helicone announced it has joined Mintlify

No published annual rate; published discounts are 50% off year one for startups under 2 years old and under $5M raised, org-size-based non-profit discounts, a $100 first-year credit for open-source companies and free plans for students

Request-level tracing · Gateway · Caching · Now part of Mintlify

Helicone is the request-level observability and gateway layer priced per request: Hobby free with 10,000 requests a month, Pro at $79/mo, Team at $799/mo, and usage-based pricing on top.

Score breakdown

Evidence legend: ★ Hands-on tested = we used the product ourselves; Verified (docs) = checked against the vendor’s own pages and pricing.

FunctionalityVerified (docs)
3.0
UsabilityVerified (docs)
5.0
StabilityVerified (docs)
3.0
CollaborationVerified (docs)
4.0
LocalizationVerified (docs)
2.0
ValueVerified (docs)
4.0

📎 The easiest to adopt in the cluster - a one-line integration, the clearest interface of the five, and a request-based model that reads like a hosting bill. It is also the narrowest: request logs rather than full trace trees, evaluation and experiments marked limited in its own competitive table, 7-day retention even on Pro, and the vendor has joined Mintlify, which puts its roadmap behind a larger company.

Pros

  • The easiest adoption story in the cluster - a one-line integration, the clearest interface of the five, and no framework lock-in since it sits at the request layer
  • Straightforward request-based pricing with a published calculator: 10K free requests, then usage-based billing on every paid tier
  • Caching, rate limits, automatic fallbacks and a gateway ship in the same product, so observability and routing are one purchase
  • Real discount programs: 50% off year one for startups under 2 years old and under $5M raised, org-size non-profit discounts, a $100 credit for open-source companies, free for students

Cons

  • Narrowest scope: its own pricing page rates its tracing, UI, experiments and evaluation as limited or average against the other four
  • 7-day retention on Hobby and only 1 month on Pro, with 3 months on the $799 Team plan
  • Ingest ceilings are low by comparison - 10 logs/min on Hobby against 1,000 on Pro and 30,000 on Enterprise

Pricing verified 2026-10-03

Frequently asked questions

Which is better overall, Arize AX or Helicone?

Arize AX is our overall pick (4.0/5 vs 3.8/5). Arize AX charges $50/mo with unlimited users and unlimited evals; Helicone charges $79/mo with unlimited seats but usage-based pricing on top of the tier.

Do Arize AX and Helicone offer free plans?

Arize AX and Helicone have a free tier. Arize AX paid plans start at $50/mo (AX Pro); Helicone paid plans start at $79/mo (Pro).

What does Arize AX cost?

$50/mo (AX Pro) — Billed on signals, spans, ingestion volume and retention rather than seats - users and evals are unlimited on every tier; self-hosted deployment is Enterprise-only, while the open-source Phoenix platform is free and local. Prices were last verified on 2026-10-03.

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