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📊 AI Agent Observability

Braintrust

AI observability with integrated evaluation and quality scoring

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Overview

Braintrust is the only observability platform that integrates evaluation directly into the monitoring workflow. Instead of just showing you what your agent did, it scores how well it performed using customizable quality metrics. This closes the feedback loop between testing and production, enabling teams to catch quality regressions before users notice.

The platform allows you to set up automated evaluations that run on every agent session, tracking quality trends over time and alerting when performance drops below thresholds. You can A/B test different prompts, models, or agent configurations in production and see real-time metrics on accuracy, relevance, safety, and custom scoring.

Braintrust provides comprehensive cost analytics with per-request tracking, token breakdowns, and spend visualization by agent, model, and time period. The multi-step trace visualization shows complete agent workflows with timing and costs for each step, making it easy to identify bottlenecks and optimize expensive operations.

Best For

Production teams shipping customer-facing agents where quality matters as much as cost

Key Features

  • Automated quality scoring for agent responses
  • Real-time cost analytics with detailed breakdowns
  • A/B testing for prompts and model configurations
  • Regression detection with configurable thresholds
  • Multi-step trace visualization with timing
  • Custom evaluation metrics and scorers
  • Dataset management for evaluation
  • Playground for testing configurations

Pros & Cons

Pros

  • Unique evaluation integration
  • Comprehensive quality metrics
  • Excellent cost tracking
  • Production A/B testing
  • Clean, intuitive interface

Cons

  • Pro tier starts at $249/month
  • Evaluation setup requires defining metrics
  • Smaller than LangSmith/Langfuse
  • Limited self-hosting options

Pricing

Plan Price Features
Free Free 1M trace spans monthly
Pro $249/mo Unlimited spans, advanced features, A/B testing
Enterprise Custom SSO, dedicated support, custom SLAs

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