MSAI Lab · by 2nth · South Africa, globally relevant
Copilot, agents and the estate underneath them — plain-language briefings, a live demo that ends the debate, and open tooling you can run against your own tenant today.
AI assistants answer from your company's filing. Copilot reads what your business already has — documents, spreadsheets, email — and answers from it. That's the whole product.
If the filing is five versions of the same report and folders shared to everyone since 2023, you'll pay per person, per month, for an assistant that confidently summarises the wrong version. The assistant isn't broken. The filing is.
The IT tidy-up you've deferred for years and the AI programme are the same project. Nobody sells you that sentence, because the fix isn't a licence — it's work.
Five levels. Each gates what AI can safely do in your business. The most common failure is level-skipping: buying Level-4 seats while operating at Level 1.
Plain-language explainers from the 2nth knowledge tree — written from real deployments, with a South African lens on residency and licensing that travels well anywhere.
The two-estates demo puts the same AI against two versions of the same business — one with messy filing, one governed. Same question, radically different answers. Ninety seconds.
It ends the "just buy the licences" conversation in every room it runs in — and it's open source, so you can build it inside your own tenant in about ten minutes — the full script, prompts and gotchas are on the demo page.
The kit includes the fictional sample business, seeding scripts (Graph-only or PnP), and the build log from running it against our own tenant — gotchas included. Scripts live on GitHub.