Analysis · 29 October 2026 · 6 min read

AI washing: are layoffs really caused by AI?

Barclays blamed AI, HubSpot denied it, Netflix never mentioned it. How October 2026 layoffs break down, and three questions to read the next announcement.

October 2026 brought a run of large job cuts at well known companies, and almost every one came with a different story about AI. One bank blamed it directly. One software company said its cuts had nothing to do with AI efficiency, while reorganising around AI. Microsoft offered buyouts to a quarter of its staff while insisting earlier cuts were not about replacing people with AI. Netflix did not mention AI at all.

"AI washing" is the name for a company presenting ordinary cost cutting as an AI story, because it sounds better to investors than slowing growth. It happens. But treating every AI mention as spin is as misleading as taking every one at face value. Here is how October's announcements actually break down, and how to read the next one.

Four announcements, four different claims

Barclays is the clearest case of a company saying AI is doing the work. It plans to cut about 5,000 roles, with around 60 percent in support functions, including developers, and its chief financial officer, Anna Cross, linked the cuts both to simplifying the organisation and to the effects the bank is starting to see from AI, according to CNBC. The same results showed fixed income and currency trading revenue down 19 percent on a year earlier, so cost pressure was there too.

HubSpot cut about 660 jobs. Its chief executive, Yamini Rangan, told CBS Boston the decision was not driven by efficiencies from AI, and described a pivot to delivering customer outcomes with AI. That is AI as a strategy, not AI as a replacement.

Microsoft cut about 4,800 jobs in July, when its chief people officer wrote that the roles were not being replaced by AI. In October it offered voluntary exits to about 60,000 employees as its AI spending climbed, which our post on the buyouts covers. That is AI reshaping the budget rather than the tasks.

Netflix cut about 1,000 jobs, its largest reduction since 2022, mostly in product, technology, legal and HR. Its co chief executives framed it as discipline about where the company puts people and money, amid slowing growth. No AI story was offered.

Three ways AI shows up in a layoff

October's cases fall into three groups, and they mean different things for workers.

AI as the cause. The company says AI now does part of the work. Barclays is the example. This is the version that matches what our index measures, and the functions named tend to be the same ones: support, operations, routine development.

AI as the destination. The company cuts elsewhere to pay for AI, or reorganises around an AI product. HubSpot and Microsoft fit here. Jobs are lost because of AI, but not because AI is doing them. That distinction matters if you are deciding whether to retrain: the risk is to roles a company deprioritises, not necessarily to tasks a model can do.

AI as the cover story. The company cites AI for cuts it would have made anyway. This is the AI washing case, and it is hard to prove from outside. The tell is a company citing AI without naming which work changed, alongside falling revenue or a share price under pressure.

How to read the next announcement

Three questions get past the press release:

• Which functions are cut? Real automation shows up in specific, task heavy functions, as it did at Barclays. Cuts spread evenly across a company look more like cost control.
• Is the company growing? AI cuts at a growing company are more likely to be genuine reallocation. Cuts alongside shrinking revenue deserve more scepticism about the AI explanation.
• Is anyone being hired? Companies replacing people with AI usually stop hiring for those roles. Companies moving money to AI keep hiring, just for different jobs.

The broader numbers need the same care. Public layoff trackers disagree widely on how many tech workers lost jobs this year, because they count different companies and events. Our 2026 layoffs tracker follows only cuts where AI was cited, and shows they concentrate in the same few functions across unrelated companies, which is harder to explain as pure spin.

Two of the roles in the functions that keep appearing in AI cited cuts, customer support and finance back offices, as our index scores them: Customer Service Representatives (68) and Bookkeeping, Accounting, and Auditing Clerks (58).

And if the AI bubble deflates, expect some cover stories to come apart: a company that blamed AI for cuts it needed anyway will have nothing left to blame.

Our index scores 961 occupations from published research, independent of what any company says in a layoff memo. The assessment shows how much of your own week looks like the tasks AI already does. It takes about two minutes, free, no account.

Figures come from the AI Job Risk Index and were current when this was published. Scores change as new research is ingested, so the index is always the live version. See how scoring works. Informational guidance based on published research, not professional career or financial advice.