Robots Can Drive a Taxi, Can’t Fix Your AC Yet
By Hustle On Hustle · October 14, 2026
A new study on which jobs robots can actually do lands right where a lot of us live: behind the wheel. The short version is that driving jobs are the most exposed to today’s robots, and hands-on trades like HVAC and plumbing are some of the least.
The study
AI company Anthropic published a report on September 30 called “What work can robots do?”. It broke about 900 US occupations into their individual tasks and scored each job on a “robot exposure” scale from 0 (robots can’t do any of it) to 3 (robots can do it out in the messy real world, like a city road). HomePros News dug into the trades results on October 12.
Drivers are at the top of the list
- Taxi drivers scored 2.2 out of 3, the highest of any job.
- According to Anthropic, 9 of the 10 most exposed occupations are vehicle operators, because autonomous cars, trucks and tractors already work on real roads.
- Anthropic is clear that self-driving vehicles haven’t upended driving jobs at scale yet. Their point is that these jobs carry a higher risk than most.
The trades are near the bottom
- Plumbers, pipefitters and steamfitters: 0.51
- HVAC and refrigeration mechanics: 0.46
- Electricians: 0.33
Out of 24 physical plumbing tasks, the only one a robot can do on its own in the field right now is layout, meaning marking where drains and cleanouts go from building plans. For HVAC, robots couldn’t autonomously do any of the 24 physical tasks scored. Changing filters, reclaiming refrigerant, and repairing or replacing broken equipment are still human work.
Cost is the other brake
Even where robots can do the work, they’re usually too expensive. The report says robots are cost-competitive for just 0.3% of tasks today. For robots to compete on even 10% of human work, costs would need to drop about 70%, which at a 3% decline per year would take around 40 years.
The fine print
This isn’t a promise that any job is “AI-proof.” The robot study didn’t score office tasks like scheduling and recordkeeping, and an earlier Anthropic study found office, admin and business roles were highly exposed to AI software. So the paperwork side of a trade business can still change. The hands-on field work is what looks safe for a long while.
What this means for your hustle
If you drive for a living, you don’t have to quit tomorrow. But it’s smart to build a skill robots can’t touch yet while the driving money is still coming in. Paid apprenticeships in plumbing, HVAC and electrical work let you earn while you learn. Browse options in our trades guide.
Sources: Anthropic, “What work can robots do?” (Sept 30, 2026); HomePros News, “HVAC, plumbing work still well out of robots’ reach, study finds”, Deirdra Funcheon, Oct 12, 2026.
