The problem
AI as a chat window is a productivity ceiling.
Box's leadership noticed something most companies don't admit: AI used as a chat window is fundamentally limited. You sit down, ask a thing, get an answer, ask the next thing. It's still serial work — one human attention thread, one task at a time, with AI sprinkled in.
Aaron Levie called this out publicly: the real productivity unlock isn't a better chat. It's having multiple AI agents working in the background while you do whatever else you need to do.
What they built
Every IC became a manager. Of agents.
Box rewired the workflow. Instead of asking the AI "help me review this contract," a Box employee delegates: "Spin up an agent to review every vendor contract that came in this week. Flag clauses over $50k. Draft replies to the easy ones. Park the hard ones for me to review at 9am."
That agent doesn't block the employee. It works in the background. The employee spawns another one to do customer research. Another to draft Q3 board prep. Another to monitor a competitor announcement that just hit.
One Box employee, 5 agents running in the background
You
Jordan, Senior Counsel
↓ delegates to ↓
Agent 01
contract-review
Reviewing 12 vendor agreements. Flagging $50k+ clauses.
working
Agent 02
competitor-watch
Monitoring Egnyte's press release feed.
working
Agent 03
customer-pulse
Synthesising last 50 NPS comments into themes.
working
Agent 04
board-prep
Drafting v1 of Q3 board deck from current metrics.
working
The agents run in parallel. They post updates to the employee's Slack DM. Some take 20 minutes. Some take 4 hours. They escalate when stuck. The employee walks into work in the morning and finds most of their day's tasks already done in draft — ready for review, edit, ship.
07:42contract-reviewReviewed 12 vendor agreements. Flagged 3 with non-standard liability clauses. Draft replies ready.
08:11competitor-watchEgnyte announced a new compliance product. Likely targets EU customers. Summary in your inbox.
08:34customer-pulseTop NPS theme this week: workflow automation. 14 customers mentioned it unprompted.
08:51board-prepQ3 deck v1 ready. Net rev up 18%. One slide flagged — net retention number needs your sign-off.
The result
An IC ships like a manager of five.
Contract review at Box runs 2x faster — not because the AI got smarter, but because the employee is reviewing AI drafts instead of writing from scratch. The same pattern shows up across teams: output multiplied by the number of agents an employee can supervise.
The shift is cultural too. Box ICs increasingly think like managers — what to delegate, how to brief the agent clearly, what quality bar to set, how to review. The "AI prompt engineer" job has effectively dissolved into "agent manager" — and that's a job every functional lead now does.
The future of work isn't "AI assists humans." It's humans managing agents. Every employee runs a small team.
— Aaron Levie, CEO at Box