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AI use cases

Where AI helps, by role and by industry.

Twelve short guides on where an AI assistant actually helps a piece of work, and where the judgement, the sign-off and anything regulated stay with a person. Pick the one closest to your work.

By role

Eight roles, the same work you do every week.

AI for HR and people teams

HR sits on sensitive information and decisions that affect people's livelihoods. Used well, AI clears the paperwork around that work. It never chooses who gets hired, promoted or let go.

AI for finance and accounting teams

Finance runs on figures that other people rely on being right. AI is useful for drafting and first-pass checking. It never approves a number, closes a period or files anything on its own.

AI for sales teams

Sales runs on relationships and commitments made in a customer's name. AI is useful for drafting and organising around that work. It never sends a message, quotes a price or makes a commitment on its own.

AI for marketing teams

Marketing puts words and claims in front of customers and regulators. AI is useful for drafting and reworking that content. It never approves a claim, sets a price, or publishes anything on its own.

AI for operations managers

Operations managers are accountable for processes that touch staff, suppliers and safety. AI is useful for mapping, documenting and organising that work. It never changes a process or makes a staffing decision on its own.

AI for customer service teams

Customer service is where a company keeps its word to the people who already trust it. AI is useful for drafting and organising around that work. It never sends a reply, issues a refund or closes a complaint on its own.

AI for executive assistants

An executive assistant's value is judgement: knowing what matters, who to protect time for, and what stays confidential. AI is useful for drafting and organising around that judgement. It never decides what your executive should prioritise.

AI for project managers

Project management is judgement calls made under time pressure, reported honestly to people relying on the outcome. AI is useful for drafting and organising around that work. It never decides on scope, budget or risk.

By industry

Four industries with their own rules and risks.

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