Aiceberg Risk Signals Library is a commercial LLM guardrails solution by Aiceberg. Traceable API Security is a commercial API security solution by Harness. Features, integrations, deployment and the company behind each one, side by side.
What our shortlists say about the one we picked.
Best for: AppSec teams covering APIs from code to runtime
Traceable belongs here if you want API testing in development and runtime protection from one vendor, with the activity data kept for later hunts. It runs in the cloud and is built for microservice and container estates. Since Harness now owns it, ask how the product will develop under its new owner before you sign a long contract.
From Best API Security Solutions for Business, Fall 2026
Reviewed by Nika (Nikoloz) Kokhreidze.
Library of AI threat detection signals for securing generative AI models
Platform for API & app security with discovery, testing, and protection
See more solutions in this category, or build a security stack from your picks.
Based on what each listing shows: deployment, company size, price and open source.
Traceable API Security fits if you are a small business.
Common questions when comparing Aiceberg Risk Signals Library vs Traceable API Security for LLM guardrails.
Aiceberg Risk Signals Library: Library of AI threat detection signals for securing generative AI models. Built by Aiceberg.
Traceable API Security: Platform for API & app security with discovery, testing, and protection. Built by Harness.
The table above shows where their features, integrations, deployment and company size fit differ.
Aiceberg Risk Signals Library is made by Aiceberg. Traceable API Security is made by Harness. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.
In part. Aiceberg Risk Signals Library and Traceable API Security are not in the same category on CybersecTools. Use the table above to see where features, deployment and company size fit differ.
No LLM Guardrails shortlist yet. This is the closest one.
Updated 2026-11-02
See the shortlist
