Essay · · 3 min readBy Amalgament
A roofer is hiring an engineer
In the middle of October, a roofing contractor posted a job for an AI and automation specialist. The pay range was $110,000 to $125,000 a year. About two weeks later, an electrical contractor posted an AI and business automation specialist at $90,000 to $115,000. A family law firm has been advertising for an AI workflow engineer at $140,000 to $165,000.
None of these are technology companies. Roofers, electricians and family lawyers have not usually employed engineers. Now some of them want one enough to post the job, with the salary, in public.
We found these on November 4, searching job listings on Indeed: 84 searches pairing roles like AI specialist, automation specialist and developer with industries like law, accounting, construction and property management. About 1,100 listings came back.
The biggest firms went first
Most of the AI roles at law firms were at the largest ones. Milbank lists an associate director of legal AI at $215,000 to $255,000. Pillsbury wants a senior AI engineer at $170,000 to $200,000. Cravath, McGuireWoods, Katten, Mayer Brown and Debevoise all have AI or practice technology roles open.
The smaller listings are fewer, but they are there. A law firm of roughly 11 to 50 people is hiring an AI implementation specialist at $70,000 to $90,000. An immigration practice is hiring a legal technology analyst. A financial firm of ten or fewer people has an accounting manager role subtitled "AI Automation Specialist."
- Large law firm, associate director of legal AI
- Large law firm, senior AI engineer
- Family law firm, AI workflow engineer
- Roofing contractor, AI and automation specialist
- Electrical contractor, AI and automation specialist
- Small law firm, AI implementation specialist
- Amalgament, a year at $2,500 a month
Posted salary ranges on Indeed listings, searched November 4, 2026. Large firms are Milbank and Pillsbury.
Why cheaper means more
In 1865 the economist William Stanley Jevons noticed something odd about coal. Steam engines were getting much more efficient, so you might expect Britain to burn less coal. It burned more. Cheaper power made new uses worth paying for, and the new uses outgrew the savings. He put it plainly:
It is wholly a confusion of ideas to suppose that the economical use of fuel is equivalent to a diminished consumption. The very contrary is the truth.
Our opinion: software is going through the same thing. AI has made it much cheaper to build a small tool, connect two systems or automate a weekly report. That does not mean businesses need less engineering. It means a lot of work that was never worth building is now worth building, at companies that never had anyone to build it. The roofer's job post is what that looks like from the inside.
Where most small businesses are
Most small businesses have not moved yet. The Census Bureau reported in May: "Between December 2025 and May 2026, AI use increased among firms with at least 20 employees but didn’t change significantly among firms with fewer than 20 employees."
So the gap is opening now. A few small firms are hiring for this work. Most are not, and plenty of owners are not sure where they would even start. That is a reasonable place to be. It just will not stay a comfortable one if your competitor is the roofer with the new hire.
The catch with hiring one
Hiring is the right answer if you have a full-time engineer's worth of work. Many small businesses don't. They have a list: the quote tool that should talk to the accounting software, the follow-ups nobody sends, the report someone rebuilds by hand every Friday. The list is real. It may not add up to $120,000 a year, plus the time it takes to find, manage and keep the one person who knows how everything fits together.
That is the gap we work in. Amalgament is an engineer for your small business. We build and look after those systems for a flat $2,500 a month, which is $30,000 a year, against the $70,000 to $165,000 these small firms are offering for one hire. Whatever we build is yours. If the list ever grows into a full-time job, hire the engineer, and they start with everything we built.
- Job listings on Indeed, searched November 4, 2026. Small firms are described rather than named.
- William Stanley Jevons, The Coal Question, 1865, chapter VII, "Of the Economy of Fuel"
- U.S. Census Bureau, "Large Firms With at Least 20 Employees Biggest AI Users," May 26, 2026
