Google read 15 million real AI chats to find out if it's replacing anyone's ...
Google read 15 million real AI chats to find out if it's replacing anyone's job. The company that sells the model looked at its own data and quietly answered: not really.
Their research group sorted 15 million anonymized interactions by job type. If AI were replacing white-collar work, this is where you'd see it. (This is how people actually use it day to day, not a pitch deck about what agents might do someday.)
Instead:
- Usage is "shallow and overwhelmingly collaborative." People reach for AI on pieces of a job, not the whole thing.
- In only 3% of occupations was AI regularly used for even three-quarters of that job's tasks.
- 86% of the work was cognitive — thinking tasks, not manual ones. And the slice people leaned on hardest was the low-expertise, routine end (drafting, rewriting, looking things up).
Strip away the "AI will run your company" noise and here's what's left: people using it like a sharp intern, not an autonomous employee.
If you run a business, that's the meat. The panic ("it'll replace my people") and the fantasy ("I'll hand it the whole job") are the same mistake pointed in opposite directions. Both assume end-to-end automation is already here. Google's data says it isn't. What's working is augmenting the routine 20% (so your people spend more time on the 80% only they can do).
Change directions from "what can I automate away." Instead ask "where's my team's routine drudgery," and start there.
A quick test for finding the right AI work in your business:
- It's a task, not a whole job (one step, not the whole workflow).
- It's repetitive and you do it constantly.
- It's low-stakes if it's a little off (a first draft, not a signed contract).
- A human still reviews before it goes out.
- You can describe what "good" looks like in a sentence (if you can't specify it, AI can't hit it).
Hit all five and you've found a real use. Miss a couple and you've probably found a headache.
The genie's out of the bag, and AI is the worst it will ever be today. But "worst it'll ever be" is not the same as "ready to run your business." Point it at the drudgery. Keep your people on the judgment.
What's the one repetitive task you'd hand off first?