More than half of senior leaders say they find it harder to evaluate employees’ work after adopting AI, TechCrunch reported on 21 October 2026, citing a Nielsen survey of 1,700 directors and senior managers across seven countries commissioned by Monday.com. In the same survey, 58% of managers said they expect to oversee more AI agents than human employees within the next year.
Anthropic’s jobs board still lists an Executive Communications Writer role, first posted on 8 September, paying $295,000 to $345,000 a year. And on 21 October, Microsoft said Volkswagen Group has equipped more than 330,000 employees with Copilot. We put this week’s numbers on AI and work in one table, each checked against its own source.
Business Pill · THE AI AUDIT PROBLEM
A short Business Engineer explainer on the AI audit problem: what happens when making work is cheaper than checking it. It teaches the general idea only and says nothing about the companies in this piece.
The key insight: As we read it, the week’s sharpest number is about checking work, not making it: TechCrunch reports that more than half of senior leaders find employees’ work harder to evaluate after adopting AI.
This Week in Numbers
| Finding | Figure | Source and date (2026) |
|---|---|---|
| Senior leaders who say employees’ work is harder to evaluate after adopting AI | More than half | Nielsen survey for Monday.com, via TechCrunch, 21 Oct |
| Managers who changed how they evaluate employees after adopting AI | 78% | Nielsen survey for Monday.com, via TechCrunch, 21 Oct |
| Managers who expect to oversee more AI agents than human employees within the next year | 58% | Nielsen survey for Monday.com, via TechCrunch, 21 Oct |
| Leaders using AI to draft performance reviews | 39% | Nielsen survey for Monday.com, via TechCrunch, 21 Oct |
| Leaders who say AI has increased their working hours | 29% | Monday.com report page, read 21 Oct |
| Pay range for Anthropic’s Executive Communications Writer | $295,000 to $345,000 a year | Anthropic job post, first posted 8 Sep |
| Volkswagen Group employees equipped with Microsoft Copilot | More than 330,000 | Microsoft, 21 Oct |
| AI agents active across Volkswagen Group over the past month | More than 26,000 | Microsoft, 21 Oct |
| eBay jobs to be cut | About 9%, around 1,000 | Reuters (CEO memo), eBay spokesperson, 21 Oct |
Our arithmetic: eBay’s two rounds this year, about 800 jobs in February and around 1,000 now, add up to roughly 1,800 jobs. At Volkswagen, more than 26,000 active agents against more than 330,000 employees with Copilot is about one agent for every 13 employees; Microsoft does not say how the agents and the employees overlap.

What Was Posted on X
TechCrunch posted its report at 14:09 UTC on 21 October 2026, saying more than 50% of managers find it harder to evaluate employees’ work after adopting AI, according to a new survey. This piece draws on that report for the survey figures, which come from a Nielsen survey commissioned by Monday.com.
Business Insider posted at 08:05 UTC on 21 October 2026 that Anthropic’s AI chatbot can draft a speech in seconds, but the company appears willing to spend up to $345,000 a year on an executive writer. This piece checks that figure against Anthropic’s own job post, which lists $295,000 to $345,000.
What Managers Told the Survey
TechCrunch gives the reason managers struggle: much of employees’ output now arrives polished, “making it hard to tell how much came from the employee and how much from AI.” As a result, it reports, nearly half of managers say they spend more time reviewing and guiding their teams’ output than they used to.
The same managers like the tools. TechCrunch reports that 94% said they were excited to improve work using AI. Monday.com’s own report page says 82% are satisfied using AI in their job, while 29% say AI has increased their working hours.
The survey also asks how managers judge people now. According to TechCrunch, 78% have changed how they evaluate employees, giving more weight to prompting and to deciding which tasks to delegate to AI. It reports that 46% of managers use AI to help inform their decisions and 39% of leaders use AI to draft performance reviews.
Michal Miller Levi, Monday.com’s head of market research and customer insights, told TechCrunch: “AI is just moving faster than the organizational processes.” Monday.com’s report page puts the gap in two numbers: 72% work at companies that mandate or strongly encourage AI use, but 29% work at companies with a fully optimized, centralized AI infrastructure.
The $345,000 Writer Job at Anthropic
Anthropic, which sells the Claude AI assistant, is hiring a human writer for its leaders. The job post lists an annual salary of $295,000 to $345,000 for an Executive Communications Writer based in San Francisco or New York. It asks for “8+ years of high level executive communications experience.”
The post says a given day “might include drafting, editing, brainstorming, on-site event support, and coordinating executive response to breaking news.” Anthropic’s jobs board shows the role was first published on 8 September 2026, and it was still listed when we read it on 21 October.
330,000 Volkswagen Employees Get Copilot
Microsoft said on 21 October that Volkswagen Group has equipped more than 330,000 employees with Microsoft Copilot. Before that, Volkswagen saw “upwards of 300,000 monthly active users” on Copilot Chat, according to Microsoft.
Microsoft also says “more than 26,000 agents have been active across the Group over the past month alone.” Sophie Vassarotti, Volkswagen Group’s Head of Group Data and AI, said in the release: “The real value of AI comes from making it available at scale in everyday work.”
eBay’s 9% Cut, and Where AI Fits
eBay will lay off about 9% of its workforce, CEO Jamie Iannone told staff in a memo reviewed by Reuters. An eBay spokesperson said the move will eliminate around 1,000 jobs, Reuters reported. eBay had 12,300 employees at the end of last year and cut about 800 in February, Reuters reported.
The reason given is focus, not AI. Reuters says eBay wants to simplify operations and shift resources to its fastest-growing areas, and quotes Iannone: “Our strategy is working.” In the memo lines Reuters and CNBC quote, and in the spokesperson’s statement, AI is not mentioned.
CNBC adds its own context: the company has been steadily shrinking its headcount “at the same time it’s ramping up spending on artificial intelligence.” That link is CNBC’s observation, not eBay’s stated reason.
When AI Use Costs Trust
Quebec publisher Les Éditions du Boréal said on 21 October that it is ending its professional relationship with author Thélyson Orélien. In its statement, in French, Boréal says it will not reprint his novel C’était ça ou mourir or publish other books by him.
“New information, confirmed over the past few days, indicates that artificial intelligence was used in the writing process,” Boréal said, in the translation published by France 24 with AFP. The publisher said an outside analysis of the working drafts found “traces of AI tags in the metadata of certain documents.” According to AFP, Orélien has denied using AI, and the novel had been scheduled for translation in more than 20 countries.
In Florida, a lawyer was referred for possible discipline over a filing that judges called “AI slop,” according to a Reuters headline on 21 October. In its 16 September opinion in that lawyer’s divorce case, Florida’s Fourth District Court of Appeal wrote that it was addressing counsel’s filing of what appears to be “AI slop” and said: “We suspect that counsel’s filings contain AI-generated components.”
Connecting the Coverage
The manager numbers follow our report on Anthropic’s own workforce, where the company said interactive AI agent hours outnumbered employees’ six to one by August (our Anthropic agent-hours piece). The question that piece asked, who manages the agents, is the one 58% of the managers surveyed now expect to face.
Cost is the other half of the story. Goldman Sachs collected examples of companies capping AI spending, with Uber using up its 2026 AI budget in four months, The Economic Times reported (our AI token-rationing piece). As we read it, Volkswagen’s 330,000 seats are the opposite choice: broad access across a whole workforce.
Access is spreading in government too: US Senate aides can now sign up for Claude alongside ChatGPT and Gemini (our Senate staff piece). For the arithmetic behind headcount stories like eBay’s, see our explainer on why a ratio can rise from both ends (our output-per-employee explainer).
The Structural Read
As we read it, the evaluation problem lands on the manager: TechCrunch reports that output now arrives polished, “making it hard to tell how much came from the employee and how much from AI.”
As we read it, Anthropic’s listing puts a price on the human side of communication: the post asks for someone who is “an exceptional writer and communicator — both on the page, and in high-stakes, fast-moving environments.”
As we read it, scale is arriving before the processes: Monday.com’s page says 72% work at companies that mandate or strongly encourage AI use, and 29% at companies with a fully optimized, centralized AI infrastructure.
Michal Miller Levi, Monday.com, to TechCrunch
“AI is just moving faster than the organizational processes.”
Three Implications
FOR MANAGERS TechCrunch reports that 78% have changed how they evaluate employees, giving more weight to prompting and to deciding which tasks to delegate to AI.
FOR EMPLOYEES According to TechCrunch’s report of the survey, 39% of leaders use AI to draft performance reviews.
FOR SOFTWARE BUYERS Fifty-seven percent of managers say their organizations now have more tools in circulation than before, TechCrunch reports.
The Business Engineer Lens
This story maps onto the Business Engineer framework The Agentic Harness War.
The framework puts it this way: “The frontier of AI is no longer about asking systems for answers. It’s about managing systems that act — and the war for who owns that management layer, and on what terms, is the only fight that matters now.”
As we read it, the survey’s 58% is that shift seen from the manager’s desk: people who expect to oversee more agents than employees. The framework was published in July 2026 and does not discuss this survey or these companies.
What Is Not Established
We read TechCrunch’s report and Monday.com’s public report page, not the full survey report, which is behind a sign-up form. TechCrunch says 1,700 respondents; Monday.com’s page says 1,701. The survey was commissioned by Monday.com, which sells work-management software.
Reuters’ 21 October article on the Florida referral was not readable to us; we rely on its headline and on the court’s September opinion. Boréal says it does not know the extent of AI’s use in the novel. Microsoft does not say what the 26,000 agents do.
The Bottom Line
On 21 October 2026, TechCrunch reported a Nielsen survey for Monday.com in which more than half of 1,700 senior leaders said AI makes employees’ work harder to evaluate, and 58% expect to oversee more AI agents than people within a year. Anthropic’s jobs board still lists a $295,000 to $345,000 writer role first posted on 8 September, Microsoft said Volkswagen has equipped more than 330,000 employees with Copilot, and eBay said it would cut about 9% of jobs; AI is not mentioned in the memo lines and statement quoted by Reuters and CNBC.
95,000+ executives read Business Engineer for the AI strategy frameworks cited by ChatGPT, Claude, and Perplexity.
A note on sourcing. This piece is built on TechCrunch’s 21 October 2026 report on a Nielsen survey commissioned by Monday.com, Monday.com’s report page, Anthropic’s job post, Microsoft’s Volkswagen release, Reuters and CNBC on eBay, the statement of Les Éditions du Boréal and France 24/AFP, a Reuters headline and a Florida appeals court opinion, plus our own earlier coverage. Quotations come from those texts only; English quotes from Boréal are AFP’s translation.
Lines marked as our arithmetic are our own calculations. We did not contact the companies. Nothing here is financial or investment advice.
Sources: TechCrunch: AI promises productivity, but for managers, it’s mostly a headache for now (21 Oct 2026) · Monday.com: AI at work 2026 report page · Anthropic job post: Executive Communications Writer · Microsoft: Volkswagen Group Copilot release (21 Oct 2026) · Reuters: eBay to lay off 9% of workforce (21 Oct 2026) · CNBC: eBay layoffs (21 Oct 2026) · Editions du Boreal statement (21 Oct 2026, French) · France 24 with AFP (21 Oct 2026) · Reuters: Florida lawyer referred for possible discipline (21 Oct 2026) · Florida Fourth District Court of Appeal opinion, No. 4D2026-2262 (16 Sep 2026)









