A team of 3, with the output of 10.
Hire is not a tool for replacing people. It's a tool for letting a lean team aim every available hour at the work that actually moves the business. The routine, repeatable, shape-known output gets vended. The judgment, the originality, the relationships, the hard trade-offs stay with your humans.
The scenario
A three-engineer team routes every routine dependency audit, changelog, status report, and log analysis to the machine for $9.99 to $29.99 each. That's 15 hours a week reclaimed and redirected at proprietary architecture, customer problems, and the decisions only the three of them can make. Over a quarter, that's a sprint's worth of invented work they wouldn't have had time for.
A Manager's Guide to AI Delegation
A practical playbook. How to identify carve-off-able work, when to route it, and what your team should be doing instead.
Step 1. Find the carve-off-able work in this week's sprint.
Open your task board. Walk each item and ask one question: “If a competent stranger with no context did this, would I accept the output with light editing?”
If yes, it's carve-off-able. The dependency audit. The meeting notes cleanup. The changelog. The competitive comparison refresh. The blog post you've been pushing off. The receipt pile. Every one of these is machine-shaped work your team has been paying senior-hour prices for.
Aggregate ruthlessly. A single hour of carve-offs per person per day is 15 hours a week for a team of three. That's where the leverage is.
Step 2. Apply the three AI-shaped tests.
Before routing any task to the machine, run it through three questions. If you get yes on all three, route it. If any are no, keep it human.
Is the shape of the output well-known?
If a competent junior on their first day could sketch the output on a whiteboard ("blog post with intro, three body sections, conclusion" / "SWOT with four quadrants" / "receipt OCR with vendor, date, amount"), the task is machine-shaped. If the output shape only emerges from hours of context and negotiation, keep it human.
Would the first draft survive a peer review with no edits?
If yes, the task is fully automatable. If your team expects to refine voice, tighten claims, or verify specifics, the machine still wins (it hands you a strong draft in 90 seconds), but the refinement is the high-judgment work you keep.
Is the stakes-of-being-wrong low, or reversible?
Receipt OCR wrong? You catch it in reconciliation. Grant proposal draft wrong? You catch it in the review pass. Medical diagnosis wrong? Unacceptable, and we won't take the job anyway. The machine takes tasks where the error-cost is low or the human review loop is tight.
Step 3. Build the cadence.
Here's a sample week for a lean cross-functional team. Your actual shape will differ; the point is to make the routing deliberate.
Sprint planning. Review what shipped. Decide what the team invents this week.
Queue the routine weekly artifacts: dependency audit, log analysis, security scan report, multi-project status.
Deep-work blocks on the hard problem of the week. Architecture, strategy, design decisions.
First draft of any supporting docs (spec summaries, meeting notes, research briefs, internal FAQs).
Reviews: code, strategy, ops. Refine machine first-drafts where needed.
Generate weekly reports: expense categorization, metrics dashboards, customer review sentiment.
Retro. External comms. Plan next week.
Produce changelog, newsletter draft, social pack, call prep for Monday meetings.
Step 4. Concrete routing, by department.
What this looks like for four common functions. The left column is what you route today. The right column is what you protect.
Engineering
- ▪Dependency audit, $9.99. Route weekly.
- ▪Code documentation generation, $19.99. Route per module.
- ▪Test stub generation, $19.99. Route per new feature.
- ▪DB schema migration script, $29.99. Route per schema change.
- ▪Log pattern analysis, $9.99. Route when alerts fire.
Architecture reviews. API design. Security posture. Tradeoff calls.
Marketing
- ▪Blog post, $9.99. Route three per week.
- ▪Social media pack (10), $9.99. Route weekly.
- ▪Newsletter draft, $9.99. Route weekly.
- ▪Competitive feature comparison, $19.99. Route monthly.
- ▪Landing page copy from screenshot, $29.99. Route per campaign.
Brand voice. Positioning strategy. Campaign concepts. Customer interviews.
Operations
- ▪Receipt OCR batch (20), $9.99. Route weekly.
- ▪Expense categorization, $9.99. Route monthly.
- ▪Meeting notes formatting, $4.99. Route after every meeting.
- ▪File organization + renaming, $9.99. Route quarterly.
- ▪Bank statement categorization, $49.99. Route monthly.
Vendor negotiations. Systems design. Process improvement. Team development.
Finance
- ▪Monthly expense report, $9.99.
- ▪Budget vs actual tracker, $9.99.
- ▪Invoice generation, $4.99.
- ▪Tax prep organizer (annual), $29.99.
- ▪Review sentiment analysis for customer churn, $29.99.
FP&A judgment. Board decks. Investor communication. Forecast models.
A note on the career-ladder question
If AI eats the entry-level grunt work, where does junior talent develop? The fair answer: junior humans never grew up by doing the grunt. They grew up by being handed harder problems than they were ready for. Automation doesn't kick the ladder away. It takes out the bottom rung, where nobody was climbing anyway, and puts every junior one step closer to the work that builds them.
The firm that used to hire three juniors to spend six months cleaning data can now hire one junior and aim them at the strategic question the clean data was supposed to inform. That junior learns more in six weeks than the previous three learned in six months.