Wardstone vs Llama Guard

Open-source LLM safety classifier from Meta

Wardstone Latency
sub-30ms
Llama Guard Latency
100-500ms (depends on hardware)

About Llama Guard

Llama Guard 4 is an open-source safety classifier based on Llama 4, designed to detect unsafe content in LLM inputs and outputs. It can be self-hosted with GPU infrastructure or accessed via Meta's Llama Moderations API. Supports text and images with 14 safety categories.

Feature Comparison

Feature
Wardstone
Llama Guard
Prompt Injection Detection
Yes
No
Jailbreak Detection
Yes
No
Content Moderation
Yes
Yes
PII Detection
Yes
No
Unknown Link Detection
Yes
No
Output Filtering
Yes
Yes

Key Differences

Why Choose Wardstone

  • Zero infrastructure required
  • Lower, consistent latency: sub-30ms
  • Built-in PII and link detection
  • No GPU costs or maintenance
  • Continuously updated with new threats

Llama Guard Pros

  • Completely open-source and free
  • Full control over the model
  • Can be fine-tuned for custom use cases
  • No data leaves your infrastructure (self-hosted)
  • Multimodal support (text + images)

Llama Guard Cons

  • Requires GPU infrastructure for self-hosting
  • Significant setup and maintenance
  • Higher latency than API solutions
  • No PII detection
  • No unknown link detection
  • No prompt injection detection (requires separate Prompt Guard model)

Migration Guide

Switching from Llama Guard to Wardstone? Follow these steps for a smooth transition.

1

Evaluate API vs self-hosted tradeoffs

Consider infrastructure costs, maintenance burden, and latency requirements.

2

Install Wardstone SDK

Replace Llama Guard inference calls with Wardstone API calls.

3

Map safety categories

Llama Guard's S1-S14 hazard categories (violence, hate, self-harm, sexual) map to Wardstone's content_violation. Wardstone adds prompt_attack and data_leakage detection that Llama Guard lacks.

4

Decommission GPU infrastructure (optional)

Once Wardstone is validated, you can shut down Llama Guard servers to save costs.

Need help migrating?Contact our team

The Verdict

Llama Guard is a great open-source option for teams with ML infrastructure who want full control. However, it requires significant setup, GPU resources, and ongoing maintenance. Wardstone provides the same protection as an API with no infrastructure burden.

Llama Guard is best for:

Research teams, enterprises with ML infrastructure who need full control or air-gapped deployments

Related Comparisons

Ready to try Wardstone?

See how Wardstone compares in your environment. Test with your own prompts in the playground.