Microsoft says Today is a team knowledge base curated by Copilot and agents and powered by SharePoint, meant to fix fragmented and outdated information so agent teammates have the context to perform tasks and answer questions.
Elie AlChaer ran change-order line items through two models and reports both got every item right, a small but concrete preconstruction check for capital project teams.
The company says it resolves customer calls, responds in under a second and costs less than other frontier models. Those are the company's own claims, with no benchmark in the post.
The server runs spectral analysis, bearing fault matching and ISO 20816-3 severity locally, refuses to guess from filenames, and ships a Claude Code plugin with eight diagnostic skills.
For reliability: load a vibration CSV, ask whether a bearing is healthy, and get matched fault frequencies plus an HTML report while the raw signal stays on your machine.