Skip to content

ICNLI™

Infrastructure Contextual Natural Language Interface

"Talk to your infrastructure like you talk to a colleague."


What is ICNLI?

ICNLI (Infrastructure Contextual Natural Language Interface) is an open specification for building AI-powered interfaces that combine natural language understanding with deep contextual awareness of infrastructure.

Unlike simple chatbots, ICNLI-compliant systems maintain comprehensive knowledge of users, their resources, and the relationships between infrastructure components.

Read the Whitepaper{ .md-button .md-button--primary } View Specification{ .md-button }


Key Features

Feature Description
8-Level Context Model From user identity to resource relationships
TWO-STEP Safety Protocol AI proposes, human decides
Channel Neutrality Same power across web, mobile, voice, messaging
Functional Understanding System behaves as if it truly understands your infrastructure

Reference Implementation

Webbee by WebHostMost is the first production ICNLI implementation with 128 function tools managing hosting infrastructure.

Learn about Webbee →


Created By

Valentin Scerbacov — Creator of ICNLI, Webbee, and WebHostMost

Blue Bee Web, Inc. — Technology company owning ICNLI intellectual property


ICNLI™ and Webbee™ are trademarks of Blue Bee Web, Inc.
© 2026 Blue Bee Web, Inc. All rights reserved.