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Braintrust vs Dify

BraintrustDify

Bottom line: Braintrust for teams making evaluation a first-class part of development; Dify for teams building LLM apps and agents quickly.

Eval-first evaluation and observability platform for AI applications.

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Open-source platform for building production-ready LLM apps and agents.

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Votes00
PricingFreemiumFreemium
CategoryCodingCoding
Tags
llm-evaluationobservabilityprompt-engineeringci-cdllmops
llmopsopen-sourceai-agentsragworkflow
Best for
  • Teams making evaluation a first-class part of development
  • Organizations wanting CI/CD quality gates for AI
  • Product and AI engineering teams iterating on prompts
  • Teams building LLM apps and agents quickly
  • Organizations with data-residency needs
  • Developers who want an open-source, self-hostable stack
Pros
  • Deep, eval-first feature set with scorers, experiments, and statistical rigor
  • Strong CI/CD integration to catch regressions before deploy
  • Usage-based pricing with unlimited users, so no per-seat penalty
  • Powerful playground for prompt iteration and comparison
  • Tight loop between production logs and evaluation datasets
  • Genuinely open-source and self-hostable for strong data control
  • All-in-one: workflow, RAG, agents, and prompt IDE in one workspace
  • Low-code visual canvas lowers the barrier to building
  • Broad model and provider support, including self-hosted models
  • Large, active community and a marketplace ecosystem
Cons
  • Not open source; source-available and hosted model
  • Self-hosting locked to the Enterprise tier and a license key
  • Big price jump from free to $249 per month
  • SSO, RBAC, and self-host are gated behind Enterprise
  • Data- and score-based billing makes costs less predictable at volume
  • License is not fully permissive; multi-tenant resale and branding removal are prohibited
  • Real cost is dominated by separate LLM token spend, not the platform fee
  • Message-credit model on paid tiers can feel limiting at scale
  • Self-hosting adds ops and maintenance burden
  • Free tier's one-time credits are essentially a demo allowance

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