mala.dev
Mala vs Braintrust

Evaluation vs Governance: Scores Don't Seal Decisions

The Core Difference

Braintrust provides AI evaluation and scoring—prompt testing, model comparison, quality metrics. Mala captures what Braintrust cannot: the business context, policy compliance, and human authorizations that turn AI capabilities into accountable enterprise decisions.

Feature Comparison4 features
Feature
Mala
Braintrust
Primary Focus
✓Decision Accountability
Output Quality Scoring
Runtime Governance
✓Active Policy Enforcement
None (Evaluation Only)
Audit Trail
✓Cryptographically Sealed
Experiment Logs
Human-in-the-Loop
✓Authorization Capture
Annotation Interface
Why Enterprise Teams Choose Mala

Braintrust is for developers evaluating AI quality. Mala is for enterprises owning AI decisions. Braintrust tells you 'Model A scored 87% on this benchmark.' Mala tells you 'This decision complied with Policy X, referenced Precedent Y, and was authorized by Human Z—sealed with cryptographic proof.' Braintrust scores outputs. Mala seals decisions. Use both: Braintrust in development, Mala in production governance.

Frequently Asked Questions

Is Braintrust competing with Mala?

They're complementary. Braintrust helps you build better AI in development. Mala helps you govern AI in production. Many enterprises use both: Braintrust for evals, Mala for accountability.

The decision is clear
Start Sealing Your Decisions

Don't just monitor what happened. Prove why it happened with Mala's cryptographic accountability layer.