Azure Prompt Shield vs Alibaba QwenGuard4B

Detailed comparison for runtime guardrails

AzureAlibaba

On Guardion's Prompt Attack Risk Benchmark, Alibaba QwenGuard4B is the more secure of the two: Prompt Shield scores NaN% and QwenGuard4B 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
QwenGuard4B
0.000

Accuracy

Prompt Shield
59.410
QwenGuard4B
0.000

Precision

Prompt Shield
93.520
QwenGuard4B
0.000

Recall

Prompt Shield
27.900
QwenGuard4B
0.000

False Positive Rate

Prompt Shield
2.350
QwenGuard4B
0.000

False Negative Rate

Prompt Shield
72.100
QwenGuard4B
0.000

Average Latency (ms)

Prompt Shield
0.173
QwenGuard4B
0.000

p50 Latency (ms)

Prompt Shield
169.357
QwenGuard4B
0.000

p90 Latency (ms)

Prompt Shield
203.948
QwenGuard4B
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.
  • Alibaba QwenGuard4B has a better False Positive Rate.
  • Alibaba QwenGuard4B has a better False Negative Rate.
  • Alibaba QwenGuard4B has a better Average Latency (ms).
  • Alibaba QwenGuard4B has a better p50 Latency (ms).
  • Alibaba QwenGuard4B 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
QwenGuard4B
Full security profile
Azure Prompt Shield
Full security profile
Alibaba QwenGuard4B

Frequently asked questions

Is Azure Prompt Shield or Alibaba QwenGuard4B more secure?

On Guardion's Prompt Attack Risk Benchmark, Alibaba QwenGuard4B is the more secure of the two: Prompt Shield scores NaN% and QwenGuard4B scores NaN% on F1 score (higher is better).

What is the F1 score of Prompt Shield vs QwenGuard4B?

Prompt Shield scores NaN% F1 and QwenGuard4B scores NaN% F1 on Guardion's prompt-attack benchmark. F1 balances precision and recall — higher is better.

How were Prompt Shield and QwenGuard4B 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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