Azure AI Content Safety vs Azure Prompt Shield

Detailed comparison for runtime guardrails

AzureAzure

On Guardion's Prompt Attack Risk Benchmark, Azure Prompt Shield is the more secure of the two: AI Content Safety 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

AI Content Safety
0.000
Prompt Shield
42.980

Accuracy

AI Content Safety
0.000
Prompt Shield
59.410

Precision

AI Content Safety
0.000
Prompt Shield
93.520

Recall

AI Content Safety
0.000
Prompt Shield
27.900

False Positive Rate

AI Content Safety
0.000
Prompt Shield
2.350

False Negative Rate

AI Content Safety
0.000
Prompt Shield
72.100

Average Latency (ms)

AI Content Safety
0.000
Prompt Shield
0.173

p50 Latency (ms)

AI Content Safety
0.000
Prompt Shield
169.357

p90 Latency (ms)

AI Content Safety
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.
  • Azure AI Content Safety has a better False Positive Rate.
  • Azure AI Content Safety has a better False Negative Rate.
  • Azure AI Content Safety has a better Average Latency (ms).
  • Azure AI Content Safety has a better p50 Latency (ms).
  • Azure AI Content Safety has a better p90 Latency (ms).

Security Profile

Outward is better on every axis.

F1 ScoreAccuracyPrecisionRecallFPRFNRAverage Latency (ms)p50 Latency (ms)p90 Latency (ms)
AI Content Safety
Prompt Shield
Full security profile
Azure AI Content Safety
Full security profile
Azure Prompt Shield

Frequently asked questions

Is Azure AI Content Safety or Azure Prompt Shield more secure?

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

What is the F1 score of AI Content Safety vs Prompt Shield?

AI Content Safety 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 AI Content Safety 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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