The daily publication · November 7, 2026 · Small business

The AI boomerang: companies that cut jobs for AI are hiring them back

By Tabron Merryhill · The Workflow

Companies that cited AI when cutting jobs are quietly hiring for the same roles again. The Associated Press reported it on October 29, and the pattern already has a nickname: the AI boomerang.

A Robert Half survey of more than 2,000 US hiring managers put a number on it. 32 percent had eliminated a role primarily because of AI or automation and later rehired for that exact role. Finance led at 44 percent, followed by HR at 35 percent and technology at 32 percent.

The reasons were not mysterious. 40 percent said the missing piece was institutional knowledge. 38 percent said the work needed more human oversight and quality control than expected. 35 percent said the productivity gains came in smaller than promised.

Two named cases show what that looks like in practice. Klarna resumed recruiting human customer service staff after its CEO, Sebastian Siemiatkowski, said the chatbot cost-cutting had gone too far. Ford hired or promoted 350 veteran engineers in June after its AI quality control tools fell short.

A separate SHL survey found the same pattern from the worker side. 19.1 percent of US workers said they had personally been replaced by AI and later asked back by the same employer.

The idea

The payroll saving is only half the math. The other half is what comes back: the oversight, the rework, and the cost of hiring the person again.

That is the number owners should run before they cut a role for AI. Not "what does the tool cost versus the salary." But "what does the tool cost, plus the review time, plus the fixes, plus the rehire, versus the salary."

The boomerang cases all share one mistake. The role was cut before the workflow was proven. The tool was judged on a demo, and the human was judged on a salary line. Nobody priced the knowledge that walked out the door with the person.

The example

Picture a shop owner who cuts the person who handles customer complaints and hands the inbox to a chatbot. The bot answers fast. Response time looks great on the dashboard.

Then the complaints that need judgment start piling up. The bot escalates badly or not at all. A regular customer leaves over a mishandled refund. The owner starts reading the inbox again, which is the job they just cut, plus managing the bot on top of it.

That is the Klarna story at big-company scale. The chatbot could handle volume. It could not handle the customer who needed a person. The company is now hiring humans back to do the work it said the bot would do.

The next step

Before you cut any role for AI, run the workflow with the person still in it for 30 days. Let the tool do the work. Let the person check it. Track three numbers: how many outputs needed a fix, how many hours the checking took, and how many customers noticed a difference.

If the fixes are rare and the checking is light, you have a proven workflow and the cut is a real decision. If the person is still catching real mistakes in week four, you do not have a replacement. You have a helper, and the role stays.

And if you already cut someone and the work is coming back to you, call them. The AP reports that workers asked back are negotiating better pay and clearer terms. That is the price of the lesson. Pay it once, and this time keep the person next to the tool instead of behind it.

Want help finding the one bottleneck worth handing to AI first? A free 10-minute workflow conversation will map where the hours go and who signs off before anything final. No pitch, just the map.

Sources: Associated Press (via BusinessMirror), https://businessmirror.com.ph/2026/11/03/what-to-consider-if-a-company-that-made-ai-related-job-cuts-wants-you-back/; Fast Company, https://www.fastcompany.com/91554983/ai-boomerang-why-some-companies-are-rehiring-employees-they-laid-off; PeopleMatters, https://www.peoplematters.in/news/ai-and-emerging-tech/ai-layoffs-backfire-32percent-of-companies-bring-back-jobs-cut-through-automation-53198; The Cooldown, https://www.thecooldown.com/green-business/ai-job-cuts-worker-rehiring-survey/. Opposing view: Associated Press (via BusinessMirror), https://businessmirror.com.ph/2026/11/03/what-to-consider-if-a-company-that-made-ai-related-job-cuts-wants-you-back/.