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Braintrust vs Arize AX 2026: A $249 Step Against a $50 One

Quick verdict: Braintrust is our overall pick for braintrust vs arize-ax.

Braintrust Pro is $249/mo for 50K scores, 5 GB and 30-day retention after a free tier of 10K scores; Arize AX Pro is $50/mo for 50K spans, 10 GB and 30-day retention with unlimited users and evals on every tier.

~800 words · 2 tools compared

Tool Rating Pricing Best for
Braintrust Best overall Best for teams 4.2/5 Free $249/mo (Pro) Braintrust is the observability and eval platform with the most explicit score pricing in …
Arize AX Best free 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…
Bottom line: Braintrust for eval-heavy teams that value the published per-1K score rate and will use the Pro tier (custom charts, environments, RBAC). Arize AX for everything else that has outgrown a free tier - $50 is a fifth of the price, users are never billed, and evals are unlimited at every level. Both give 30-day retention on their paid plan. If the deciding question is forecastability of evaluation spend, Braintrust publishes more; if it is cost per team member, Arize wins outright.

Pricing and details

Braintrust · 4.2/5

Free plan available · $249/mo (Pro)

Scored outputs are the billing unit (LLM-as-a-judge, autoevals, custom scorers) alongside processed data and model credits; retention beyond 30 days is billed at $0.50/GB/mo up to 180 days on Pro

No published annual rate; Pro offers 6-12 months free for qualifying startups

Evaluation · Scored outputs · Open research · BYOK-friendly

Braintrust is the observability and eval platform with the most explicit score pricing in the cluster: Starter is $0 with 10K scores a month, Pro jumps to $249/mo with 50K scores plus cheaper per-1K rates.

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)
4.0
StabilityVerified (docs)
4.0
CollaborationVerified (docs)
3.0
LocalizationVerified (docs)
2.0
ValueVerified (docs)
2.0

📎 The clearest unit economics in the cluster - it tells you exactly what a score costs before you buy, and the per-1K rate drops from $2.50 to $1.50 when you move up. That transparency comes with the sharpest price jump: Starter to Pro is $0 to $249 in one step, so a team that outgrows 10K scores a month has a large decision to make rather than a gradual bill.

Pros

  • The most explicit pricing in the cluster: scores are named as the billing unit with rates ($2.50/1K on Starter, $1.50/1K on Pro), processed data and model credits are listed line by line
  • Starter is genuinely free with unlimited users, projects, datasets, playgrounds and experiments - no card required
  • Retention is priced rather than hidden: 14 days included on Starter, 30 on Pro, then $0.50/GB/mo up to 180 days
  • 6-12 months free for qualifying startups, and an open research program with published foundations

Cons

  • The Starter-to-Pro step is $0 to $249/mo, so a team that crosses 10K scored outputs a month faces a large step rather than a gradual bill
  • Custom charts, environments, priority support and RBAC are Pro-only, so the free tier is genuinely basic
  • No S3 data export or custom retention policies until Enterprise

Pricing verified 2026-10-03

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

Frequently asked questions

Which is better overall, Braintrust or Arize AX?

Braintrust is our overall pick (4.2/5 vs 4.0/5). Braintrust Pro is $249/mo for 50K scores, 5 GB and 30-day retention after a free tier of 10K scores; Arize AX Pro is $50/mo for 50K spans, 10 GB and 30-day retention with unlimited users and evals on every tier.

Do Braintrust and Arize AX offer free plans?

Braintrust and Arize AX have a free tier. Braintrust paid plans start at $249/mo (Pro); Arize AX paid plans start at $50/mo (AX Pro).

What does Braintrust cost?

$249/mo (Pro) — Scored outputs are the billing unit (LLM-as-a-judge, autoevals, custom scorers) alongside processed data and model credits; retention beyond 30 days is billed at $0.50/GB/mo up to 180 days on Pro. Prices were last verified on 2026-10-03.

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