Knoku vs ModelFuzz

Knoku turns your docs into an AI assistant your users can actually talk to.

ModelFuzz secures LLM agents against prompt injection. Scan for vulnerabilities, then block unsafe tool calls at the execution layer with one decorator.

About Knoku

Knoku turns your docs into an AI assistant your users can actually talk to. Answer everywhere with citations, and see what your docs are missing. Track deflection, traffic, repeated questions, and knowledge gaps in one place. See how many questions were answered before they became tickets, across every channel. Find the repeated questions and knowledge gaps your team should fix next. Track where users ask from and which channels create the most support demand. GitHub sync Connect a GitHub repo and sync Markdown docs into your index, kept current on each commit, with citations back to the file on GitHub.

About ModelFuzz

ModelFuzz secures LLM agents against prompt injection. Scan for vulnerabilities, then block unsafe tool calls at the execution layer with one decorator. Prompt injection turns your agent's own tools against you. A single poisoned document, email, or web page can hijack an LLM through indirect prompt injection, compromising LLM agent security at the source. Every argument is checked against your policies before the function runs, a violation raises before damage is done.