An empty open-plan office with a suit jacket draped over a chair and a trail of bread crumbs across the floor leading to a wooden door marked: Why.

Here's the Gist

Bob is going to leave, and some day so is everyone else. Some people will quit and some will be laid off, and either way what Bob knew leaves with him: what was decided, why, and where the information came from. Losing people can help a company or hurt it, but the loss of company memory is a risk both ways, and that part you can manage. Read on.

Bob Is Going to Leave

The last article ended with a line I liked more than I should have: the only question left is whether you start before or after Bob leaves. That treats Bob leaving like something you can prevent, and you can't. Retention bonuses and counter-offers buy some time, and then Bob walks out with everything he knows still in his head. The risk isn't Bob leaving, it's that nobody else knows what he knew.

Everyone Is Looking

Gallup surveyed more than 22,000 US workers late last year, and 51 percent were either looking for a new job (11 percent) or watching for one (40 percent). Only 28 percent said it's a good time to find a quality job (Gallup, March 2026). AI adds to it. The share of workers worried about losing their job to AI nearly doubled in a year, from 5 percent to just over 10 percent (Boston Fed), and employers have cited AI in about 22 percent of the 529,914 job cuts announced through August (Challenger).

Your people are making their own plans, and they won't wait for yours. Layoffs belong in the same picture, because every company has them sooner or later and the people who stay don't relax. A UBC study of about a million retail workers found that layoff announcements have a strong and immediate effect on how many of the survivors quit (Carrier Management), so one wave of exits can set off the next.

Attrition Can Help or Hurt

I started this article believing companies grow through attrition. The research says it depends. Some new blood really does help. In an experiment Kellogg Insight describes, groups that got a newcomer from outside their circle found the right murder suspect more often, though they felt less sure of their answers (Kellogg Insight). Heavy turnover also costs. A review that pooled 110 independent results found that companies with more people leaving did a bit worse overall, and worst on customer satisfaction and quality (Park & Shaw).

Whether it helps or hurts your company depends on who leaves and why, and that's your call. What doesn't depend on any of that is the risk to your company's institutional knowledge (memory).

What Walks Out

Think about what Bob carries that isn't written anywhere: the decisions he was part of, the reasons behind them, what the team tried and dropped, and where a number or a promise came from. Without that, the next person either repeats an old mistake or undoes a decision that was made on purpose.

It gets worse when you're restructuring and adopting AI at the same time. The people who stay are running the business, learning new tools and covering for whoever just left. Survivors often suffer stress, burnout, uncertainty about their own roles and a sense of betrayal (Cascio), and asking them to also write down everything they know won't work. I'd treat this like any other risk:

  1. Find out who holds what. Follow the work and ask who you'd call at each decision. The answer won't always match the org chart.
  2. Capture the why while the work happens. Have an AI assistant record decisions where they're made, not afterward.
  3. Keep where it came from. Record who decided, when, and based on what, and when a new decision replaces an old one, keep the old one on file.
  4. Don't add to anyone's plate. If keeping the knowledge takes spare time, it won't last the quarter.

What Korium Can't Do, and What It Can

Korium can't stop Bob from leaving, and it can't fix a culture that has already checked out. Kyroco redesigns how work gets done, and Korium is the Keep step, where the company holds on to what it decided, why, and where the information came from. It fills up as people and AI do their normal work, so it doesn't need the survivors' spare time.

You can restructure, add AI and lose people without paying the "nobody knows why we do it this way" price every time.

Yes, Korium works with agents like other memory products do, but it's built for people first, to help them remember why things were decided and do their work better. And of course agents need it too, because they've got the memory of a fish at a child's birthday party.

From Forty-Five Modules to One Afternoon

Gallup found that only 12 percent of employees strongly agree their company does a great job of onboarding (Gallup). The forty-five modules cover the org chart, the values, the security training and the benefits portal, but nothing about the customers the new person talks to next week, why the pricing looks the way it does, or what the team tried last year and dropped. Those answers were in Bob's head, and replacing someone costs about 40 percent of salary for frontline jobs, 80 percent for technical professionals and up to 200 percent for leaders (Gallup).

With Korium, the new hire can ask what the company knows about a customer before the first meeting. They can see what was promised, what was decided and why, and what was tried and dropped, and the answers change with who's asking, so a new account manager and a new engineer get different ones. They walk in having read the history, all in one afternoon. It's only as good as what's been saved, so it gets better as the memory fills up.

Two panels. On the left, a new employee almost hidden behind a leaning tower of 45 binders. On the right, a person at a clean desk smiling at one open laptop next to a cup of coffee.

Back to Bob

Bob is going to leave, and that doesn't mean anybody managed badly. What I'd want is a company where the reason for the Midwest net-45 terms is written down somewhere other than Bob's head. Then it matters a lot less whether he leaves on Friday or in eleven months, and whoever replaces him can read the history before the first meeting.

If you're the Bob at your company and there's a job board open in a quiet tab right now, I won't tell anyone, but I'd like to know why the Midwest accounts get net-45 before you go. I've been wondering since the last article.

Two runners on a track at sunset passing a thick folder marked Why from one to the other, like a relay baton.

Robert Sfeir is the founder and CEO of Kyroco, where he helps companies redesign how work gets done before bringing AI into it, and builds Korium, the memory layer that keeps what they learn. He has an unhealthy obsession with making things remember why. The earlier articles in this series argued that synthetic users make product research faster, that institutional memory turns them into characters with history, and that working memory is the layer everyone skipped. The last one argued that the humans skipped it first. This one argues that Bob is leaving anyway, so plan for it.

Citation List

Labor market and AI anxiety

  1. Gallup. "U.S. Worker Thriving Declines as Job Market Pessimism Grows." March 23, 2026. Q4 2025 survey of 22,368 US workers (October 30 to November 14, 2025): 51 percent either actively looking (11) or watching for opportunities (40); 28 percent say now is a good time to find a quality job (down from 70 percent in mid-2022); 43 percent remain in their current role primarily because leaving would be too difficult or costly. Gallup
  2. Bracha, A., Hagler, R. & Tang, J. "Workers' Perspectives on Artificial Intelligence: Productivity Gains and Job-loss Fears." Federal Reserve Bank of Boston, September 2, 2026. NY Fed Survey of Consumer Expectations, about 1,300 household heads; concern about losing a job to AI rose from 5 percent (end of 2024) to just over 10 percent (end of 2025). Boston Fed
  3. Challenger, Gray & Christmas. "Job Cut Announcement Report, August 2026." September 3, 2026. 529,914 cuts through August, down 41 percent from 892,362 a year earlier; AI cited in 116,175 (about 22 percent). Report

Layoffs and the people who stay

  1. Carrier Management. "I'm Outta Here Too: Study Finds Layoffs, Employee Departures Influence Co-Workers." May 16, 2023. UBC Sauder study of about one million employees at a large retailer; I read the news report, not the paper. Article
  2. Cascio, W. F. "Strategies for Responsible Restructuring." Academy of Management Executive, 2002 (reprinted 2005). Survivors "often suffer from heightened levels of stress, burnout, uncertainty about their own roles in the new organization, and an overall sense of betrayal." PDF

Attrition

  1. Park, T.-Y. & Shaw, J. D. "Turnover Rates and Organizational Performance: A Meta-Analysis." Journal of Applied Psychology, 2013. 110 independent correlations; total -0.15; customer satisfaction -0.28, quality -0.26. PDF
  2. Kellogg Insight. "Better Decisions Through Diversity." Summarizes the newcomer study by Phillips, Liljenquist & Neale (2009), fifty four-person groups; I read the summary, not the paper. Article

Replacement and onboarding

  1. Gallup. "42% of Employee Turnover Is Preventable but Often Ignored." July 9, 2024, updated February 16, 2026. Replacement cost: leaders and managers about 200 percent of salary, technical professionals 80 percent, frontline employees 40 percent. Gallup
  2. Gallup. "The Employee Journey: A Hands-On Guide." Only 12 percent of employees strongly agree their organization does a great job of onboarding. The page links that figure to a separate Gallup paper I did not open. Gallup

← All briefs