---
title: "Harvard Business Review warns AI ‘workslop’ is rotting companies from the inside"
url: https://daily.dev/posts/harvard-business-review-warns-ai-workslop-is-rotting-companies-from-the-inside-n3de4rgfp
source_url: https://thenextweb.com/news/ai-workslop-knowledge-decay-harvard-business-review-productivity
type: article
source: "The Next Web"
published: 2026-06-20T16:56:50.882Z
updated: 2026-06-20T17:41:50.770Z
tags: ["llm", "productivity", "genai", "company-culture"]
reading_time: 5
upvotes: 1
comments: 0
language: en
---

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# Harvard Business Review warns AI ‘workslop’ is rotting companies from the inside

**[The Next Web](https://daily.dev/sources/tnw)** · 5 min read · 1 upvotes · 0 comments

## Summary

Harvard Business Review has published two articles warning that companies aggressively adopting generative AI are experiencing 'knowledge decay' — a feedback loop where low-quality AI output ('workslop') erodes organizational decision-making, trust, and institutional memory. A BetterUp-Stanford survey of 1,150 workers found 41% received workslop in a given month, costing roughly $186 per worker monthly, or $9M annually for a 10,000-person company. Social costs compound the financial ones: recipients view senders as less trustworthy and capable. Broader data from MIT Media Lab (95% of orgs saw no measurable ROI on AI) and Goldman Sachs (no economy-wide productivity link to AI adoption) reinforce the concern. HBR's proposed fix — adding human verification layers around AI output — ironically consumes the labor AI was meant to replace. The articles distinguish between targeted proprietary AI use and indiscriminate public LLM adoption, arguing the latter produces generic, error-prone content that degrades faster than headcount savings justify.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://thenextweb.com/news/ai-workslop-knowledge-decay-harvard-business-review-productivity>

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Tags: [#llm](https://daily.dev/tags/llm), [#productivity](https://daily.dev/tags/productivity), [#genai](https://daily.dev/tags/genai), [#company-culture](https://daily.dev/tags/company-culture)

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