AI workflows by department, not by tool

Start where work already happens — sales, operations, finance, HR, support and leadership. Each route names its source, output, reviewer and the metric that proves it.

Book the diagnostic Score readiness See governance

SalesCall notes become CRM-ready fields: pain, budget, owner and next step

OperationsUpdates from Teams, boards or forms become a source-linked status summary

FinanceInvoice lines are checked against supplier, threshold and purchase-order rules

HRNew-starter packs are drafted from approved policy and onboarding checklists

Customer supportTicket threads become handoff summaries with issue, fixes, risk and next action

LeadershipKPI commentary is drafted from approved numbers with assumptions shown

The control shape is shared. The workflow detail should not be

Source work

The real artefacts the team already uses: notes, tickets, invoices, reports, policies or board packs.

AI output

A draft, summary, check or next action tied back to approved source material.

Reviewer

The right team lead approves before it reaches customers, money, staff records or board decisions.

Proof signal

Baseline, measured result, review notes and decision saved.

Example control shape

Source: Ticket thread + approved knowledge-base articles
AI output: Reply draft and escalation check
Reviewer: Support lead approves before the customer sees it
Metric: First-response quality, fewer missed escalations, less repeated reading

Sales

Turn call notes into CRM summaries, follow-ups and proposal drafts, with sales lead approval before anything customer-facing leaves.

Measure follow-up sent within 24 hours, required CRM fields completed and fewer missed next actions

Operations

Turn scattered updates into usable status, handoff and exception notes, with an operations lead owning what gets published.

Measure reporting time, missing handoff fields, late escalations and repeated clarification requests

Finance

Use AI for finance preparation, not approval: invoice checks, spend exceptions and variance notes stay source-linked and signed off.

Measure check time, exception accuracy, reviewer rework and whether sign-off evidence improved

HR

Use AI for repeatable HR policy and onboarding work, with hard escalation for employee-specific or sensitive cases.

Measure repeat-question reduction, escalation accuracy, HR rework and FAQ gaps found

Customer support

Draft faster support replies from ticket context and approved knowledge, with escalation checks before the customer sees anything.

Measure first-response quality, escalation misses, repeated handoff reading and KB gaps found

Leadership

Draft leadership briefs from approved numbers, assumptions and decisions, while leaders keep ownership of interpretation.

Measure prep time, assumption clarity, source traceability and decision follow-through