Head-to-head

EvalGuard vs Google Vertex AI Evaluation. 

Free on GCP, locked to GoogleGoogle Vertex AI provides built-in model evaluation tools as part of the Google Cloud AI platform.

8
EvalGuard wins
·
1
Google Vertex AI Evaluation wins

Competitor data (GitHub stars, downloads, feature counts, funding / acquisition status) verified as of 2026-04-28. EvalGuard's own counts are sourced live from the drift-checked registry.

Coverage at a glance

EvalGuard vs Google Vertex AI Evaluation, by the numbers

Where both platforms publish a number, here's the gap. Our values come straight from the drift-checked registry; Google Vertex AI Evaluation's are quoted as published.

Attack Plugins
EvalGuard0
Google Vertex AI Evaluation0
Eval Scorers
EvalGuard0
Google Vertex AI Evaluation0
FeatureEvalGuardGoogle Vertex AI Evaluation
Attack Plugins2490
Eval Scorers188~15
LLM Providers91Google models only
Vendor Lock-inNone (91 providers)GCP only
LLM FirewallYesNo
ComplianceEU AI Act + ISOPartial
Self-HostedYesNo (GCP only)
Open SourceApache 2.0No
AutoML IntegrationNoYes

Why choose EvalGuard over Google Vertex AI Evaluation

  • 91 providers — Vertex works with Google models only
  • 249 attack plugins — Vertex has no red teaming
  • Open source and self-hostable
  • No GCP dependency

Where Google Vertex AI Evaluation leads

  • Vertex AI is free for GCP customers
  • Deep integration with Gemini models
  • Part of comprehensive GCP ML ecosystem

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