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Braintrust

Evaluation platform for scoring prompts, agents, and model changes before they ship.

7.8/10
Overall Score
Recommend

Braintrust is a focused eval desk for teams that will write and maintain scorers. It stands beside the app framework rather than replacing product judgment.

Best for

AI product teams that change prompts or models often and will keep a scored dataset.

Not ideal for

Teams that want a dashboard without writing evals, or buyers looking for a full observability suite.

Verdict

Braintrust is a good fit for product and engineering teams that need a scored gate on prompt and model changes before they ship. Pricing is mid-range for eval tooling and tracks how seriously you run datasets and scorers. Teams that staff the eval work speak well of it; it stands beside the app framework rather than replacing product judgment.

Score Breakdown

How Braintrust scores in the categories that matter to its buyers.

Buyer outcomes

Eval workflow
8.5
Scorer flexibility
8.2
Release gating
7.8
Team habit fit
7.6

Company & commercial

Innovation & product leadership
8.0
Project management & communication
7.3
Pricing
7.5
Contract fairness
7.4

Pricing

Braintrust sells a platform fee plus metered processed data and evaluation scores, with unlimited users on every tier. Prices below are USD from Braintrust’s public rate card as of September 2026.

Plan Platform fee Included usage What stands out
Starter $0 / mo 1 GB data; 10k scores; $10 model credits; 14-day retention Overage $4 / GB and $2.50 / 1k scores
Pro $249 / mo 5 GB data; 50k scores; $100 model credits; 30-day retention Overage $3 / GB and $1.50 / 1k scores; RBAC and priority support
Enterprise Sales quote Custom limits and retention SAML SSO, BAA, self-host or on-prem options

The Field at a Glance

How Braintrust compares with other Eval & quality vendors we reviewed, by Overall Score and relative typical engagement cost.

6 7 8 9 Overall Score $ $$ $$$ $$$$ Relative typical engagement cost Confident AI HoneyHive Hamming AI Vellum Braintrust 7.8
Braintrust Confident AI HoneyHive Hamming AI Vellum

Braintrust scores 7.8 in Eval & quality, ahead of Confident AI (7.7), HoneyHive (7.7), Hamming AI (7.5), and Vellum (7.0). Relative cost lands upper-mid for this subcategory.

Compared with …

Use-case matrix

Use caseFitNotes
Offline evals before releaseStrongThe core job.
Comparing model or prompt versionsStrongClear.
Production tracing as the only needPoorDifferent tool.
No eval ownerPoorThe dataset will rot.

Who it’s for

Good fit

  • Product engineering teams shipping LLM features
  • Groups that can define what good looks like
  • Release processes that can block on scores

Poor fit

  • Dashboard-only buyers
  • Teams with no eval owner
  • Observability-first purchases

Review Excerpts

Below are excerpts from public reviews. Paid reviews and pay-for-play sites such as Clutch were excluded.

How it's used

“We've been using Braintrust for evals at Zapier and it's been really great -- pumped to try out this proxy (which should be able to replace some custom code we've written internally for the same purpose!).”

bryanh · Hacker News · Hacker News · source
What people like

“I've been using Braintrust at Coda and it's awesome - saved us so much time. Congrats on the launch!”

davidkoss · Hacker News · Hacker News · source
How it's used

“I’ve been using Braintrust Proxy for this until now.”

urbandw311er · Hacker News · Hacker News · source
What people don't like

“Braintrust: Interesting approach to evaluation but feels like an early-stage product. Documentation is sparse and integration options are limited.”

fazlerocks · Hacker News · Hacker News · source
What people like

“Braintrust is really powerful for building AI apps. It's an all-in-one platform with evals tracking, observability, and playground tools for rapid experimentation. Very well-designed and built app that's also very fast to use.”

G2 reviewer · G2 (via Galileo) · source

Key Leadership

Ankur Goyal

Ankur Goyal

Founder and CEO

Methodology

This page is an independent evaluation of Braintrust for buyers comparing options in eval & quality. AI Industry Reviews accepts no sponsorships, advertising, or pay-for-placement fees. Braintrust did not pay for this review.

What we scored

The headline number is an Overall Score on a 0-10 scale. Eight criteria fall under it in two groups.

  • Buyer outcomes (for eval & quality)
    • Eval workflow
    • Scorer flexibility
    • Release gating
    • Team habit fit
  • Company & commercial
    • Innovation &
    • product leadership
    • Project management &
    • communication
    • Pricing
    • Contract fairness

Pricing measures whether the price looks fair for the value delivered, including packaging and renewal friction that show up in real buying cycles.

Score Composition

InputWeightWhat it covers
Reviews40%A proprietary read of what practitioners say about likes, complaints, and day-to-day use, including public review sites, forums, and private chat rooms. Paid reviews and pay-for-play sites such as Clutch are out of scope.
Product35%Hands-on look at screens and workflows.
Pricing15%Whether the price looks fair for what you get.
Docs & training10%Docs, tutorials, and training material.

How we balanced the evidence

The Overall Score is the simple average of the eight criteria. Recommendation language follows that score and the fit pattern described above.

Scope

Braintrust is graded here as eval & quality. Criteria scores can move as more review volume and product checks are added.

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