Guardrails & Safety

Exogram + Lakera Guard

Prompt injection defense. Not execution defense.

What Lakera Guard Does

  • Lakera detects and blocks prompt injection attacks, PII leakage, and toxic content.
  • Real-time content filtering API for LLM inputs and outputs.
  • Protects the input surface — stopping malicious prompts before they reach the model.
  • Does not govern execution. Clean inputs can still produce harmful outputs.

What Exogram Does

  • Exogram protects the execution surface — stopping harmful actions before they reach your systems.
  • Prompt injection defense stops malicious inputs. Execution governance stops malicious actions.
  • A perfectly clean prompt can still generate a destructive tool call. Exogram catches it.

Key Differences

DimensionLakera GuardExogram
Protection SurfaceInput (prompts)Output (actions)
What It BlocksMalicious inputsMalicious actions
Clean Input RiskAssumes clean input = safe outputValidates regardless of input quality

The Verdict

Use Lakera for input safety. Use Exogram because clean inputs don't guarantee safe actions. Both are needed.

Interception Latency Benchmark

Unlike standard LLM-based guardrails that invoke external APIs on every single tool execution, Exogram compiles policies to execute in-memory inside the client runtime.

Lakera Guard (LLM / API Check)~220.00 ms
Exogram Authority Runtime (In-Memory Intercept)0.07 ms
* Measured under concurrent load of 1,000 RPS. Exogram overhead is mathematically negligible.

Is Lakera Guard vulnerable to execution drift?

Run a static analysis on your LLM pipeline below.

STATIC ANALYSIS

Frequently Asked Questions

Does Exogram detect prompt injection?

Exogram detects prompt injection patterns in tool call payloads as one of its 8 policy rules. But its primary function is execution governance, not input filtering. For comprehensive injection defense, use Lakera alongside Exogram.

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