Braintrust Review, Pricing & Features

Braintrust (braintrust.dev) is an eval-first AI observability platform for tracing, testing and improving LLM apps. See pricing, features, and how it differs…

Category
Automation
Pricing
Freemium, usage-based pricing (data processed, scores, and retention), from Free Starter plan; Pro plan from $249 per month
Verified
Not yet
Last updated
July 19, 2026
Founded
2023
Headquarters
San Francisco, California, USA

Braintrust's Eval-First Approach to AI Quality

Most software observability tools were built around a 'log everything, search later' model that works well for deterministic systems where a bug either exists or doesn't. LLM-powered products are different: the same prompt can produce subtly different, sometimes wrong, sometimes brilliant outputs, and 'quality' is often a matter of degree rather than pass/fail. Braintrust's founding premise is that teams building AI products need to start from defining what a good output looks like - through datasets, scoring criteria, and explicit test cases - and then measure every change against that definition, rather than discovering quality problems only after users complain.

This eval-first philosophy shapes the whole product: the evaluation framework lets teams run experiments against real datasets, compare prompts and models side by side, and score results using LLM-based graders, code-based scorers, or human review, so that a prompt or model change can be validated before it ships rather than debugged after the fact in production.

Tracing, Loop, and Brainstore: How the Platform Fits Together

Evaluation alone isn't enough once an AI product is live, so Braintrust also provides production tracing: the ability to inspect every request, tool call, and reasoning step an AI agent takes, search across millions of logs, and track latency, cost, and quality metrics in real time. This closes the loop between what a team tested before shipping and what's actually happening with real users.

Two more specialized pieces extend this further. Loop is Braintrust's AI assistant for evaluation development - a team can describe, in natural language, a failure mode they want to investigate, and Loop will analyze the relevant production traces, generate an evaluation dataset around that failure, and recommend custom scorers to catch it going forward. Brainstore is the underlying data infrastructure making all of this fast at scale: a data store purpose-built for AI workloads, designed to support quick queries across millions of nested agent traces and high-cardinality observability data, which general-purpose logging databases are not well suited to handle.

A Note on the Other Braintrust

Anyone researching 'Braintrust' should be aware that the name is shared by two unconnected companies. Braintrust (braintrust.dev), covered in this profile, is the San Francisco-based AI observability and evaluation platform founded by Ankur Goyal in 2023. Braintrust (usebraintrust.com) is a separate, blockchain-based freelance talent marketplace founded in San Jose in 2018 by Adam Jackson, Gabriel Luna-Ostaseski, and Brian Flynn, which connects vetted technical and design freelancers with enterprise clients and uses a BTRST token to distribute network governance and incentives to its community of contributors.

The two companies operate in entirely different markets - one is developer infrastructure for AI quality, the other is a hiring and freelance marketplace - and share no corporate relationship. Given how similar the names and even some of the branding language ('Braintrust,' talent, quality) can look at a glance, it's worth double-checking which Braintrust a source, article, or job posting is actually referring to before drawing conclusions.

Key Features

Pros & Cons

Pros

  • Eval-first workflow encourages disciplined, proactive quality measurement rather than reactive debugging
  • Strong enterprise customer base, including Notion, Stripe, Vercel, and Airtable, signals production-grade reliability
  • Framework- and model-agnostic design fits into existing AI stacks without requiring a rewrite
  • Loop AI assistant speeds up building evaluations and finding regressions directly from raw trace data
  • Free Starter tier lets individuals and small projects try the platform with no credit card required

Cons

  • Usage-based pricing on data processed, scores, and retention can become costly at high production volume
  • Shares its name with the unrelated usebraintrust.com talent marketplace, which can cause research and branding confusion
  • Eval-first workflow has a learning curve for teams used to log-first, search-after observability tools
  • Enterprise-grade features like custom retention, full RBAC, and on-prem deployment are gated behind custom pricing
  • Relatively young company (founded 2023) with a fast-evolving product surface that may shift over time

Pricing

Frequently Asked Questions

What does Braintrust (braintrust.dev) do?

Braintrust is an AI observability and evaluation platform that helps teams trace LLM applications and AI agents in production, run offline evaluations, and catch quality regressions before they reach users.

Is Braintrust the same company as usebraintrust.com?

No. Braintrust (braintrust.dev) is an AI observability platform founded in 2023 by Ankur Goyal. Braintrust (usebraintrust.com) is an unrelated blockchain-based freelance talent marketplace founded in 2018.

Who founded Braintrust (braintrust.dev)?

Braintrust was founded in 2023 by Ankur Goyal, who previously founded Impira, a data management company acquired by Figma.

How much does Braintrust cost?

Braintrust offers a free Starter plan, a Pro plan starting at $249 per month, and custom Enterprise pricing for larger deployments.

What is Loop in Braintrust?

Loop is Braintrust's AI assistant for evaluation development, which can analyze production traces and generate datasets and scorers from natural-language instructions.

What is Brainstore?

Brainstore is Braintrust's purpose-built data store designed for fast queries across millions of nested AI agent traces.

What languages and SDKs does Braintrust support?

Braintrust provides SDKs for Python, TypeScript, Go, Ruby, and C#, and works with any model or AI framework.

Who are Braintrust's customers?

Braintrust's customers include Notion, Stripe, Vercel, Airtable, Instacart, Zapier, Ramp, Dropbox, Cloudflare, and BILL.

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