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Notes from the AI enablement frontier

MCP, RAG, legacy modernisation — written for the people actually putting AI on top of enterprise systems.

Radial diagram mapping AI operating system concepts to Artificial Wit's shipped features: Agents, Access Control, Multi-LLM, MCP Tools, Knowledge Base

AI Operating System Enterprise AI Agent Governance 10 min read

Is Artificial Wit an AI Operating System? The Architecture

Is "AI operating system" just marketing? See the real, unified AI platform architecture: agents as processes, LLMs as swappable hardware. Try it free.

Diagram mapping the enterprise second brain's memory layer (organizational context, semantic retrieval) to its intelligence layer (real-time data action, role-based personalization)

Second Brain RAG Agent Governance MCP 10 min read

Second Brain for Business: How AI Memory Layers Ground Every Team

What's a second brain for business? See how an AI memory layer for enterprise teams delivers grounded AI answers and role-aware responses. Try it free.

Illustration of an AI layer wrapping a legacy ERP system

Legacy AI Enterprise AI 9 min read

How to AI-Enable a Legacy ERP Without Re-Platforming

Most ERPs aren't going anywhere. Here's a pragmatic four-step path to add an AI layer on top of the one you already run, no migration required.

Generative UI branching into MCP Apps, Apps SDK, A2UI, CopilotKit; Controlled Generative UI shown locked and separate

Generative UI MCP MCP App UI Agent Governance Enterprise AI 12 min read

What Is Generative UI? MCP Apps, A2UI Compared

Generative UI now has three competing standards, MCP Apps, A2UI, and Apps SDK. Compare all three and see why Controlled Generative UI is the safer bet.

Diagram showing a purchase order, goods receipt, and invoice all checked against each other before payment is approved

Asset Management Procurement Accounts Payable Three-Way Matching 6 min read

Three-Way Matching Explained: How Invoice, PO, and Goods Receipt Get Verified Automatically

Three-way matching checks a vendor invoice against the purchase order and goods receipt before payment. Here's exactly how it works and why it matters.

Diagram showing contracts and SOWs ingested into a knowledge base, retrieved with citations and similarity scores, and governed by role-based Access Control

Contract Intelligence RAG Agent Governance Legal AI 10 min read

AI for Contract Review: Grounded Extraction, Not a Fifth Legal Tool

Struggling to trust AI contract summaries? AI for contract review cites its source on every clause, so legal teams verify instead of guess. Sign up free.

Diagram of the six-stage procure-to-pay cycle continuing past payment into asset lifecycle: maintenance, depreciation, and disposal

Asset Management Procurement P2P Asset Lifecycle 7 min read

Procure-to-Pay Software That Doesn't Stop at Payment

Procure-to-pay software usually stops at payment. See a six-stage P2P workflow that also owns maintenance, depreciation, and disposal, in one platform.