Azure Prompt Shield vs Meta LlamaGuard

Detailed comparison for runtime guardrails

AzureMeta

On Guardion's Prompt Attack Risk Benchmark, Meta LlamaGuard is the more secure of the two: Prompt Shield scores NaN% and LlamaGuard scores NaN% on F1 score (higher is better).

Head-to-Head Overview

Prompt Shield is the overall winner in this comparison!

Guardrail Metrics

F1 Score

Prompt Shield
42.980
LlamaGuard
0.000

Accuracy

Prompt Shield
59.410
LlamaGuard
0.000

Precision

Prompt Shield
93.520
LlamaGuard
0.000

Recall

Prompt Shield
27.900
LlamaGuard
0.000

False Positive Rate

Prompt Shield
2.350
LlamaGuard
0.000

False Negative Rate

Prompt Shield
72.100
LlamaGuard
0.000

Average Latency (ms)

Prompt Shield
0.173
LlamaGuard
0.000

p50 Latency (ms)

Prompt Shield
169.357
LlamaGuard
0.000

p90 Latency (ms)

Prompt Shield
203.948
LlamaGuard
0.000

Key Highlights

  • Azure Prompt Shield has a better F1 Score.
  • Azure Prompt Shield has a better Accuracy.
  • Azure Prompt Shield has a better Precision.
  • Azure Prompt Shield has a better Recall.
  • Meta LlamaGuard has a better False Positive Rate.
  • Meta LlamaGuard has a better False Negative Rate.
  • Meta LlamaGuard has a better Average Latency (ms).
  • Meta LlamaGuard has a better p50 Latency (ms).
  • Meta LlamaGuard has a better p90 Latency (ms).

Security Profile

Outward is better on every axis.

F1 ScoreAccuracyPrecisionRecallFPRFNRAverage Latency (ms)p50 Latency (ms)p90 Latency (ms)
Prompt Shield
LlamaGuard
Full security profile
Azure Prompt Shield
Full security profile
Meta LlamaGuard

Frequently asked questions

Is Azure Prompt Shield or Meta LlamaGuard more secure?

On Guardion's Prompt Attack Risk Benchmark, Meta LlamaGuard is the more secure of the two: Prompt Shield scores NaN% and LlamaGuard scores NaN% on F1 score (higher is better).

What is the F1 score of Prompt Shield vs LlamaGuard?

Prompt Shield scores NaN% F1 and LlamaGuard scores NaN% F1 on Guardion's prompt-attack benchmark. F1 balances precision and recall — higher is better.

How were Prompt Shield and LlamaGuard 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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