Alibaba QwenGuard4B vs Azure Prompt Shield

Detailed comparison for runtime guardrails

AlibabaAzure

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

QwenGuard4B
0.000
Prompt Shield
42.980

Accuracy

QwenGuard4B
0.000
Prompt Shield
59.410

Precision

QwenGuard4B
0.000
Prompt Shield
93.520

Recall

QwenGuard4B
0.000
Prompt Shield
27.900

False Positive Rate

QwenGuard4B
0.000
Prompt Shield
2.350

False Negative Rate

QwenGuard4B
0.000
Prompt Shield
72.100

Average Latency (ms)

QwenGuard4B
0.000
Prompt Shield
0.173

p50 Latency (ms)

QwenGuard4B
0.000
Prompt Shield
169.357

p90 Latency (ms)

QwenGuard4B
0.000
Prompt Shield
203.948

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)
QwenGuard4B
Prompt Shield
Full security profile
Alibaba QwenGuard4B
Full security profile
Azure Prompt Shield

Frequently asked questions

Is Alibaba QwenGuard4B or Azure Prompt Shield more secure?

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

What is the F1 score of QwenGuard4B vs Prompt Shield?

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

How were QwenGuard4B and Prompt Shield 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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