Which jobs should your team hand to AI first?
List your team's repeated jobs. Three gates pick the two to start with.
Many tries, no answers
Everyone tried AI on something different. Nobody can say what worked.

Every repeated job on a card
Put each job your team repeats on a card. Send each one through three gates.

Gate 1: safe
No private data it shouldn't see. Nothing it sends or pays on its own.

Gate 2: checkable
A person can tell quickly if it's right. A forecast can't be checked for months.

Gate 3: worth it
It comes round often and takes real time. Once a year can wait.

Name an owner. Try a month.
Give each an owner and write what done looks like. Then run it for a month.
My pick for handing over a task
ClaudeAlso good:
ChatGPT Work
Hand over a task in any chat: it plans the steps, works with your files and asks before important actions.
All my picks
Boring jobs first.
Small, checked, repeated jobs earn trust. Win these, then sort the board again.

Sort six of your jobs
Job titles only. Nothing private goes in.
- List six jobs your team repeats.2 min
- Paste them in with the prompt.1 min
- Answer its questions for each job.4 min
- Pick two. Name an owner and write what done looks like.3 min
The prompt
Here are jobs my team repeats, titles only: [list them]. Ask me three questions about each, one at a time. 1. Safe: could it see private data, or send or pay alone? 2. Checkable: could a person tell quickly if it's right? 3. Worth it: how often, and how long does it take? Then suggest two to start with.
Good looks likeTwo jobs, each with an owner and what done looks like.
In your assistant · as of Oct 2026 · Claude, ChatGPT, GeminiGive each job one home
One shared project per job. Its instructions say what done looks like.
- CheckYour work account
- CheckApproved for this data
- CheckOne named owner
Put in only files your company allows you to use with AI, on your work account.
Claude
Calls it a project
One project per job, named after it.
Write what done looks like, and who checks it. Claude uses them in every chat in the project.
Select Share project (Team and Enterprise). Give the job's owner Can edit.
Free plans: up to five projects. Sharing needs Team or Enterprise, and your admin can turn it off.
ChatGPT
Calls it a project
In the sidebar. OpenAI suggests reusing a project for recurring tasks.
Add the instructions there. They apply only in this project.
Select Share. On Free, Go, Plus, Pro, Business, Enterprise and Edu; the owner sets who can edit.
Shared projects always use project-only memory, and Work isn't available in them.
Gemini
Calls it a notebook
Add the job's files as sources.
Paste what done looks like as a source.
Copied and pasted text is one of its source types.
Select Share and add each person's email. On a work account, your admin decides what you can share.
Notebooks are also rolling out in the Gemini app and sync with Gemini Notebook. Shared ones aren't listed there: open them in Gemini Notebook.
Quick check · three questionsDid it stick?
1An agent could answer every customer complaint and send each reply straight away. Which gate stops it first?
The answer: A Sending on its own fails the first gate. Let it draft and keep a person pressing send, and the same job can pass.2Which of these jobs is quickest for a person to check?
The answer: B You were there, so you can tell in minutes. A forecast can't be checked for months, and a market you don't know means opening every source.3A job has passed all three gates. What does it still need before the team starts?
The answer: C The gates say it's a good first job. An owner, a clear finish and a set month turn it into a trial you can judge.
Sort it togetherSide note
Not in the first roundSide note
A card that waitsSide note
Sources, checked 18 Oct 2026Source
Product details as of Oct 2026, each checked on the vendor's own page on 18 Oct 2026. Recheck by 18 Nov 2026. The examples in the pictures are made up for this lesson.
- Microsoft, 2026 Work Trend Index annual report, "Agents, human agency, and the opportunity for every organization" (Microsoft's report, 5 May 2026; survey run for it by Edelman Data x Intelligence: 20,000 AI users in 10 countries, February to April 2026; its most advanced users, 16 percent, more likely than the rest to say their teams look for AI opportunities together, 63 against 32 percent)
- BCG, AI Is Reshaping Jobs Faster Than Companies Are Reshaping Work, press release on its AI at Work report (3 Jun 2026; 11,749 workers in 14 markets; 47 percent report spending more time managing and directing AI than doing the work itself)
- McKinsey, The state of AI in 2026: On the road to ROI (25 Aug 2026; 1,719 participants, May to June 2026; the commentary beside it by Tara Balakrishnan, associate partner: avoid "simply accumulating tools or pilots")
- Anthropic, How can I create and manage projects? (Projects, + New Project; Set project instructions and Save instructions, used in all the project's chats; Share project with Can view or Can edit on Team and Enterprise, unless the admin has turned it off; five projects on Free)
- OpenAI, Projects in ChatGPT (New project in the sidebar; reuse a project for recurring tasks; instructions under Project settings apply only in that project; Share with chat or edit access on Free, Go, Plus, Pro, Business, Enterprise and Edu; shared projects use project-only memory, where ChatGPT Work is not available)
- Google, Organize your projects with notebooks in Gemini Apps (notebooks rolling out in the Gemini app; they sync with Gemini Notebook; shared notebooks aren't listed in the Gemini app)
- Google, Create a notebook in Gemini Notebook (Create new notebook; Share as Viewer or Editor; up to 50 people on personal Gmail)
- Google, Add or discover new sources for your notebook (copied and pasted text as a source)
- European Union, the AI Act, Regulation 2024/1689, Annex III point 4, on EUR-Lex (AI for recruitment or selection, and for decisions on promotion, termination, and monitoring and evaluating performance, is high risk: the "own rules" for jobs that decide something about a person; orientation only, not legal advice)
Free kitThe AI Rollout PlanBring this to your teamTeam workshops · Get in touchBack to level 6, Advanced and by role
Safe, checkable, worth it. Then start.
Next lesson · 15 minHow do you measure what AI changed, when time saved is not value?