Use cases

AI automation use cases by business function

Concrete examples of work AI agents and automation can take on — grouped by team, each linked to the service that delivers it.

Sales & marketing

Lead qualification and routing

Every inbound lead scored against your criteria, enriched and routed to the right rep with context.

Agentic AI & AI Agents

Personalized follow-up drafts

Follow-ups drafted from call notes and CRM history, queued for the rep to approve and send.

Generative AI

Account research briefs

One-page briefs on prospects built from approved sources before every meeting.

Agentic AI & AI Agents

Pipeline hygiene

Stale deals, missing fields and next steps flagged and fixed automatically.

AI Agent Workflows

Customer support

Ticket triage and routing

Tickets classified by topic, urgency and sentiment, then sent to the right queue with a suggested reply.

Agentic AI & AI Agents

Routine request resolution

Order status, password resets and policy questions resolved end to end, with hand-off for anything else.

Agentic AI & AI Agents

Knowledge base maintenance

Gaps detected from real tickets and draft articles written for review.

Generative AI

Operations

Customer and employee onboarding

Accounts, documents, tasks and notifications created consistently for every new start.

AI Agent Workflows

Approval workflows

Requests routed to the right approver with context, reminders and a full audit trail.

AI Agent Workflows

Exception monitoring

Agents watch for delays, mismatches and anomalies and alert owners with a suggested action.

Agentic AI & AI Agents

Finance & admin

Invoice and receipt processing

Documents read, matched to orders and posted as drafts — only exceptions need a person.

AI Automation

Collections follow-up

Polite, context-aware reminders scheduled and tracked automatically.

AI Automation

Management reporting

Monthly packs compiled from source systems with a first-draft commentary.

AI Automation

People & training

Copilot / ChatGPT adoption program

Role-based training that turns unused licenses into daily, safe, productive use.

AI Training & Enablement

Internal automation builders

Hands-on labs so analysts can build and maintain their own agents and workflows.

AI Training & Enablement

Knowledge

Internal knowledge assistant

Staff get cited answers from policies and procedures instead of searching folders.

Generative AI

Meeting and call summaries

Decisions, owners and next steps captured and pushed to the right systems.

Generative AI

HR and IT request handling

Common requests answered or fulfilled, with the rest routed to the right team.

Agentic AI & AI Agents

Have a process that isn’t listed?

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