ctrlpnl.ai – Intercept, protect, and transform AI prompts and responses

Summary: ctrlpnl.ai is a middleware platform that manages AI prompts and responses by detecting PII, blocking unsafe inputs, injecting context, and transforming outputs. It enables step-based pipelines to control interactions between users and AI models without altering core application logic.

What it does

It intercepts user inputs and AI outputs to detect malicious prompts, add system instructions, and modify responses through configurable pipelines.

Who it's for

Developers and teams needing to enforce safety, compliance, and consistency in AI-driven applications.

Why it matters

It addresses issues from uncontrolled prompts and outputs, improving security and response quality without requiring app rewrites.