AWS Bedrock Guardrails vs Alibaba QwenGuard4B

Detailed comparison for runtime guardrails

AWSAlibaba

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

Accuracy

Bedrock Guardrails
44.440
QwenGuard4B
0.000

Precision

Bedrock Guardrails
96.340
QwenGuard4B
0.000

Recall

Bedrock Guardrails
5.740
QwenGuard4B
0.000

False Positive Rate

Bedrock Guardrails
0.310
QwenGuard4B
0.000

False Negative Rate

Bedrock Guardrails
94.260
QwenGuard4B
0.000

Average Latency (ms)

Bedrock Guardrails
0.590
QwenGuard4B
0.000

p50 Latency (ms)

Bedrock Guardrails
445.265
QwenGuard4B
0.000

p90 Latency (ms)

Bedrock Guardrails
891.597
QwenGuard4B
0.000

Key Highlights

  • AWS Bedrock Guardrails has a better F1 Score.
  • AWS Bedrock Guardrails has a better Accuracy.
  • AWS Bedrock Guardrails has a better Precision.
  • AWS Bedrock Guardrails 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)
Bedrock Guardrails
QwenGuard4B
Full security profile
AWS Bedrock Guardrails
Full security profile
Alibaba QwenGuard4B

Frequently asked questions

Is AWS Bedrock Guardrails or Alibaba QwenGuard4B more secure?

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

What is the F1 score of Bedrock Guardrails vs QwenGuard4B?

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

How were Bedrock Guardrails 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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