AI Guardrails Index

Created by Guardrails AI

AI Guardrails Categories

We broke AI safety down into 6 categories and curated datasets and models that demonstrate the state of AI guardrails using LLMs and other open source models.

Model Leaderboard

A comprehensive visual comparison of how top-performing models stack up across key benchmarks like hallucinations, PII data exposure, and alignment with your AI strategy.

PII
Jailbreak
Content Moderation
On Topic
Competitor Check
Hallucinations

1

0.75

0.6

0.45

0s

0.3

F1 Score

Latency

0.008s

0.016s

0.024s

0.032s

0.04s

0.048s

0.056s

0.064s

0.072s

Model

GLiNER for PII

Latency (CPU): 0.5031s

Latency (GPU): 0.0460s

Latency σ (CPU): 0.0707s

Latency σ (GPU): 0.0791s

Latency (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Guardrails PII

Latency (CPU): 0.5002s

Latency (GPU): 0.0678s

Latency σ (CPU): 0.0791s

Latency σ (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Presidio

Latency (CPU): 0.0161s

Latency (GPU): 0.0150s

Latency σ (CPU): 0.0056s

Latency Best: 0.0150s

F1 Score: 0.3698

PII
Jailbreak
Content Moderation
On Topic
Competitor Check
Hallucinations

1

0.75

0.6

0.45

0s

0.3

F1 Score

Latency

0.032s

0.072s

Model

GLiNER for PII

Latency (CPU): 0.5031s

Latency (GPU): 0.0460s

Latency σ (CPU): 0.0707s

Latency σ (GPU): 0.0791s

Latency (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Guardrails PII

Latency (CPU): 0.5002s

Latency (GPU): 0.0678s

Latency σ (CPU): 0.0791s

Latency σ (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Presidio

Latency (CPU): 0.0161s

Latency (GPU): 0.0150s

Latency σ (CPU): 0.0056s

Latency Best: 0.0150s

F1 Score: 0.3698

PII
Jailbreak
Content Moderation
On Topic
Competitor Check
Hallucinations

1

0.75

0.6

0.45

0s

0.3

F1 Score

Latency

0.008s

0.016s

0.024s

0.032s

0.04s

0.048s

0.056s

0.064s

0.072s

Model

GLiNER for PII

Latency (CPU): 0.5031s

Latency (GPU): 0.0460s

Latency σ (CPU): 0.0707s

Latency σ (GPU): 0.0791s

Latency (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Guardrails PII

Latency (CPU): 0.5002s

Latency (GPU): 0.0678s

Latency σ (CPU): 0.0791s

Latency σ (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Presidio

Latency (CPU): 0.0161s

Latency (GPU): 0.0150s

Latency σ (CPU): 0.0056s

Latency Best: 0.0150s

F1 Score: 0.3698

PII

Jailbreak

Content Moderation

On Topic

Competitor Check

Hallucinations

1

0.75

0.6

0.45

0s

0.3

F1 Score

Latency

0.008s

0.016s

0.024s

0.032s

0.04s

0.048s

0.056s

0.064s

0.072s

Model

GLiNER for PII

Latency (CPU): 0.5031s

Latency (GPU): 0.0460s

Latency σ (CPU): 0.0707s

Latency σ (GPU): 0.0791s

Latency (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Guardrails PII

Latency (CPU): 0.5002s

Latency (GPU): 0.0678s

Latency σ (CPU): 0.0791s

Latency σ (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Presidio

Latency (CPU): 0.0161s

Latency (GPU): 0.0150s

Latency σ (CPU): 0.0056s

Latency Best: 0.0150s

F1 Score: 0.3698

PII

Jailbreak

Content Moderation

On Topic

Competitor Check

Hallucinations

1

0.75

0.6

0.45

0s

0.3

F1 Score

Latency

0.008s

0.016s

0.024s

0.032s

0.04s

0.048s

0.056s

0.064s

0.072s

Model

GLiNER for PII

Latency (CPU): 0.5031s

Latency (GPU): 0.0460s

Latency σ (CPU): 0.0707s

Latency σ (GPU): 0.0791s

Latency (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Guardrails PII

Latency (CPU): 0.5002s

Latency (GPU): 0.0678s

Latency σ (CPU): 0.0791s

Latency σ (GPU): 0.0120s

Latency Best: 0.0678s

F1 Score: 0.6520

Model

Presidio

Latency (CPU): 0.0161s

Latency (GPU): 0.0150s

Latency σ (CPU): 0.0056s

Latency Best: 0.0150s

F1 Score: 0.3698

Deep dive into our findings

Learn more about our dataset curation process, our evaluation methodologies and our findings on the effectiveness of various guardrails.

24

Guardrails tested

6

Number of Datasets

32

Days spent on GPU