GuardionAI vs. Fickling
Which AI security platform is right for your team? We break down the differences in features, latency, and protection scope to help you decide.
| Feature | GuardionAI | Fickling |
|---|---|---|
| Primary Focus | Agent Runtime Governance | Malware Detection |
| Tool Call Protection | Deep Inspection | Not documented |
| Deployment | Inline Security Gateway / Guard API / Claude Code plugin | Self-hosted |
| Guardrails Latency | <130ms policy decision | N/A |
| Detection Accuracy | 96.3 F1 on the Prompt Security Leaderboard with 0.02% false positives | Not published / varies by deployment |
| Compliance | GDPR-ready, HIPAA-ready, LGPD-ready, SOC 2 Type II (in progress) | Open Source |
GuardionAI figures from guardion.ai (Policy engine decisions return in under 130ms — 20× faster than cloud provider guardrails.) • Fickling figures from public documentation.
Choose GuardionAI if...
- •You are building autonomous AI agents that use tools, MCP servers, or APIs.
- •Latency is critical for your application (Policy engine decisions return in under 130ms — 20× faster than cloud provider guardrails).
- •You want DLP for PII and secrets before data leaves your org.
- •You need a single hub to investigate and respond to agent incidents.
Choose Fickling if...
- •Deep analysis of pickle files
- •Its pricing model (Open Source) fits your procurement preferences
Frequently asked questions
What is Fickling?
Decompiles and analyzes Python pickle files to detect malicious code injection in ML models. It is categorized under Model & Supply Chain Security in the Guardion AI Security Index.
Is Fickling open source?
Yes. Fickling has an open-source core (https://github.com/trailofbits/fickling); pricing model: Open Source.
What are the best Fickling alternatives?
Teams evaluating Fickling most often compare it with ModelScan, Meta (Llama Guard), garak (NVIDIA), and GuardionAI — all listed under Model & Supply Chain Security.
How does Fickling compare to GuardionAI?
Fickling focuses on malware detection, while GuardionAI is an agent runtime governance platform ("EDR for AI agents") that governs every agent tool call inline with sub-130ms guardrails latency.