Head-to-Head

EvalGuard vs MLflow

Open-source ML lifecycle platform with LLM eval

MLflow is Databricks' open-source ML lifecycle platform with recently added LLM evaluation capabilities.

7
EvalGuard wins
vs
1
MLflow wins
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FeatureEvalGuardMLflow
Attack Plugins2320
Eval Scorers135~12
Model RegistryNoYes
Experiment TrackingYesYes
LLM FirewallYesNo
ComplianceEU AI Act + ISONo
Open SourceMITApache 2.0
SaaS DashboardYesDatabricks only
Red Team TestingFull suiteNo
LLM Providers85~15

Why choose EvalGuard over MLflow

  • 246 attack plugins — MLflow has zero security testing
  • 145 scorers vs ~12 — 7x more evaluation metrics
  • Standalone SaaS — MLflow SaaS requires Databricks
  • LLM Firewall and compliance dashboard
  • 88 LLM providers vs ~15

Where MLflow leads

  • MLflow has mature model registry and deployment
  • MLflow is deeply integrated with Databricks ecosystem
  • MLflow has massive open-source community

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