Fluent answers that cannot be traced back to a provision are unusable. This build grounds generation in a fixed corpus: 8.5M words, a Markdown-plus-JSON dual layer, an 8-step retrieval workflow, and a real case run end to end.
One canonical knowledge store any MCP-aware AI tool can query: three independently replaceable tiers, eight industry templates, and per-person access you revoke with a single command. Built so the knowledge stays with the business when the person leaves.
An AI agent for business forgets rules that live only in chat. Put role, rules, and job steps in one folder—and copy a build prompt that interviews you and sets it up in any agent.
Concepts, terminology, learning paths, trends
Claude and Claude Code are not the same thing, and neither are OpenAI and ChatGPT. The naming mess has a shape underneath it: six layers, of which a buyer of workflow automation software needs three.
A fresh terminal shows no context gauge, no quota counter, no sub-agent pulse - an AI assistant for business mostly ships blind. Here is a 7-segment statusline that surfaces all of it in one line, plus the 50% handoff rule and the peer-reviewed research behind it.
A capability verdict has a shelf life, and nobody tells you when it expires. This five-stage map lets you re-date the conclusion you reached about workflow automation software two years ago, and see which limit falls next.
Three people asked the same question this quarter; the answer changed each time, because the numbers underneath kept moving. Stanford's 457-page index holds eight of them: inference 280x cheaper in 18 months, adoption at 78%, incidents up 56%. Read them before you budget for AI for business.
Most people track which model is strongest. MIT picked five trends for 2026 and not one is about model strength: Chinese open source, a regulatory patchwork, $263B in agentic commerce, original science, and a November trial. That is where AI for business gets decided now.
When I rebuild one with AI agents, you get the write-up — including the parts that didn't work. No weekly roundup, no "5 tools you need."