Glossary

Having a licence is not the same as being able to use it. Fitness — at the gym and with AI — comes from regular training: small sessions, real work, repeated until it becomes a habit. Access is just the entry ticket.

Source: The Excuse Cheatsheet

Is Copilot being used? This is what your M365 dashboard shows: active users, prompts, feature usage. Necessary, not sufficient. Activation is the ticket, not the journey.

Source: The Copilot ROI Guide: From Pilot to Measurable Business Impact

An agent factory is not a team that builds agents faster. It's an operating model that decides better which agents to build, and then industrializes everything after that decision.

Source: The Agent Factory: Scaling Agents by Design, Not by Accident

The gap between individual AI productivity gains and measurable firm-level outcomes: employees get faster at tasks, yet most firms report no measurable impact.

Source: The Copilot ROI Guide: From Pilot to Measurable Business Impact

Do people demonstrably work differently? This is the level most programs skip. It's also the one that predicts everything downstream.

Source: The Copilot ROI Guide: From Pilot to Measurable Business Impact

Does measurable value reach the organization? This is where outcomes live: win rate, throughput time, quality rate, reaction time.

Source: The Copilot ROI Guide: From Pilot to Measurable Business Impact

Chat answers. Cowork delivers. Chat gives you a response you work with. Cowork takes an assignment and comes back with a finished result.

Source: Chat or Cowork?

Feature Tourism is the practice of demonstrating AI capabilities without connecting them to business outcomes — showcasing what Copilot can do without asking what it should do to solve specific business problems. It is a leading reason organizations fail to achieve ROI from Copilot. The term was coined by Pascal Brunner-Nikolla.

Source: The Copilot ROI Guide: From Pilot to Measurable Business Impact

A Frontier Firm is an organization that has redesigned its operating model around AI instead of adopting AI tools on top of unchanged processes.

Source: Frontier Firm: What the Target Picture Actually Means

Pascal Brunner-Nikolla, Microsoft MVP for M365 Copilot, recommends building the ROI case along the Impact Chain: activation, behavior change, business impact. Three levels, causally linked.

Source: The Copilot ROI Guide: From Pilot to Measurable Business Impact

Four questions that decide how you work — not which tool you open.

Source: The Mode Switch

A distribution hands out licenses and hopes. A program defines use cases per job, makes leaders visible users, trains in context, embeds adoption in team rituals, and measures against a clear definition of 'good.'

Source: Program or distribution?

A skill is a play: written down, it shows how something is done, and anyone can run it. An agent is a player: it has a shirt number, access to the pitch and a place in the squad — which means someone has to manage, watch and pay for it.

Source: Skill or agent?

Work IQ isn't a product you open. It's the layer between your prompt and Copilot's answer: it knows your files, mail, meetings and business systems, remembers how they connect, and brings its own skills along.

Source: Work IQ explained