Optimize Units of Work, Not Growth Targets
A revenue target gives a company direction. It does not tell a team what to do on Monday.
Nobody performs a “20% growth” task. People qualify leads, review contracts, resolve tickets, and ship features. To improve the outcome, inspect the repeatable work that produces it.
Zoom In Until You Can Change the Work
“Automate sales” is too broad to test. Researching one inbound lead has a clearer input, output, and quality standard.
AI makes it practical to improve individual tasks. Some need automation; others need a better template, clearer ownership, or removal.
Find Where Effort Disappears
Dashboards show what the system produced. Follow the work to see where it waited, changed hands, or came back for another pass.
Look for a concrete constraint in each function:
| Function | Unit of work | Friction to investigate |
|---|---|---|
| Sales | Lead qualification | Repeated research |
| Support | Ticket triage | Manual categorization and routing |
| Engineering | Code review | Waiting on a senior approver |
| Finance | Invoice processing | Data entry and reconciliation |
| HR | Candidate screening | Repetitive resume review |
Choose Where AI Fits
Do not assume every task needs automation. Start by asking whether the task should exist at all.
For support, this means distinguishing routine tickets from account-specific questions, policy decisions, and engineering investigations. Better product UX may prevent some tickets entirely.
Define a Measurable Experiment
Name the task, establish a baseline, set a target, and specify what must stay good. Faster work that creates more errors is not an improvement.
Audit One Team First
Choose a team with frequent work, visible delays, and meaningful outcomes. Map its recurring tasks before buying tools or launching a transformation program.
Compare minutes per unit, wait time, handoffs, and rework before and after each change. Check quality alongside throughput. Scale what improves useful work, then inspect the next constraint.
Growth targets still set direction. Daily progress comes from removing the bottlenecks that keep people and customers waiting.