Azure Prompt Shield vs Lakera Guard

Detailed comparison for runtime guardrails

AzureLakera

On Guardion's Prompt Attack Risk Benchmark, Lakera Guard is the more secure of the two: Prompt Shield scores NaN% and Guard 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
Guard
0.000

Accuracy

Prompt Shield
59.410
Guard
0.000

Precision

Prompt Shield
93.520
Guard
0.000

Recall

Prompt Shield
27.900
Guard
0.000

False Positive Rate

Prompt Shield
2.350
Guard
0.000

False Negative Rate

Prompt Shield
72.100
Guard
0.000

Average Latency (ms)

Prompt Shield
0.173
Guard
0.000

p50 Latency (ms)

Prompt Shield
169.357
Guard
0.000

p90 Latency (ms)

Prompt Shield
203.948
Guard
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.
  • Lakera Guard has a better False Positive Rate.
  • Lakera Guard has a better False Negative Rate.
  • Lakera Guard has a better Average Latency (ms).
  • Lakera Guard has a better p50 Latency (ms).
  • Lakera Guard 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
Guard
Full security profile
Azure Prompt Shield
Full security profile
Lakera Guard

Frequently asked questions

Is Azure Prompt Shield or Lakera Guard more secure?

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

What is the F1 score of Prompt Shield vs Guard?

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

How were Prompt Shield and 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.

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