Google Cloud Model Armor vs ProtectAI LLM Guard
Detailed comparison for runtime guardrails
On Guardion's Prompt Attack Risk Benchmark, ProtectAI LLM Guard is the more secure of the two: Model Armor scores NaN% and LLM Guard scores NaN% on F1 score (higher is better).
Head-to-Head Overview
Model Armor is the overall winner in this comparison!
Guardrail Metrics
F1 Score
Accuracy
Precision
Recall
False Positive Rate
False Negative Rate
Average Latency (ms)
p50 Latency (ms)
p90 Latency (ms)
Key Highlights
- Google Cloud Model Armor has a better F1 Score.
- Google Cloud Model Armor has a better Accuracy.
- Google Cloud Model Armor has a better Precision.
- Google Cloud Model Armor has a better Recall.
- ProtectAI LLM Guard has a better False Positive Rate.
- ProtectAI LLM Guard has a better False Negative Rate.
- ProtectAI LLM Guard has a better Average Latency (ms).
- ProtectAI LLM Guard has a better p50 Latency (ms).
- ProtectAI LLM Guard has a better p90 Latency (ms).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Google Cloud Model Armor or ProtectAI LLM Guard more secure?
On Guardion's Prompt Attack Risk Benchmark, ProtectAI LLM Guard is the more secure of the two: Model Armor scores NaN% and LLM Guard scores NaN% on F1 score (higher is better).
What is the F1 score of Model Armor vs LLM Guard?
Model Armor scores NaN% F1 and LLM Guard scores NaN% F1 on Guardion's prompt-attack benchmark. F1 balances precision and recall — higher is better.
How were Model Armor and LLM Guard tested?
Both were evaluated via API at production-like sensitivity against 30+ prompt-attack categories using zero-shot, Crescendo, and TAP methods, scored by F1.