AWS Bedrock Guardrails vs Google Cloud Model Armor

Detailed comparison for runtime guardrails

AWSGoogle Cloud

On Guardion's Prompt Attack Risk Benchmark, Google Cloud Model Armor is the more secure of the two: Bedrock Guardrails scores NaN% and Model Armor scores NaN% on F1 score (higher is better).

Head-to-Head Overview

Bedrock Guardrails is the overall winner in this comparison!

Guardrail Metrics

F1 Score

Bedrock Guardrails
5.420
Model Armor
4.680

Accuracy

Bedrock Guardrails
44.440
Model Armor
45.540

Precision

Bedrock Guardrails
96.340
Model Armor
76.410

Recall

Bedrock Guardrails
5.740
Model Armor
10.670

False Positive Rate

Bedrock Guardrails
0.310
Model Armor
4.700

False Negative Rate

Bedrock Guardrails
94.260
Model Armor
89.330

Average Latency (ms)

Bedrock Guardrails
0.590
Model Armor
0.703

p50 Latency (ms)

Bedrock Guardrails
445.265
Model Armor
381.288

p90 Latency (ms)

Bedrock Guardrails
891.597
Model Armor
1549.410

Key Highlights

  • AWS Bedrock Guardrails has a better F1 Score.
  • Google Cloud Model Armor has a better Accuracy.
  • AWS Bedrock Guardrails has a better Precision.
  • Google Cloud Model Armor has a better Recall.
  • AWS Bedrock Guardrails has a better False Positive Rate.
  • Google Cloud Model Armor has a better False Negative Rate.
  • AWS Bedrock Guardrails has a better Average Latency (ms).
  • Google Cloud Model Armor has a better p50 Latency (ms).
  • AWS Bedrock Guardrails has a better p90 Latency (ms).

Security Profile

Outward is better on every axis.

F1 ScoreAccuracyPrecisionRecallFPRFNRAverage Latency (ms)p50 Latency (ms)p90 Latency (ms)
Bedrock Guardrails
Model Armor
Full security profile
AWS Bedrock Guardrails
Full security profile
Google Cloud Model Armor

Frequently asked questions

Is AWS Bedrock Guardrails or Google Cloud Model Armor more secure?

On Guardion's Prompt Attack Risk Benchmark, Google Cloud Model Armor is the more secure of the two: Bedrock Guardrails scores NaN% and Model Armor scores NaN% on F1 score (higher is better).

What is the F1 score of Bedrock Guardrails vs Model Armor?

Bedrock Guardrails scores NaN% F1 and Model Armor scores NaN% F1 on Guardion's prompt-attack benchmark. F1 balances precision and recall — higher is better.

How were Bedrock Guardrails and Model Armor 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.

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