> ## Content Index
> Fetch the complete content index at: https://adjacent.media/llms.txt
> Use this file to discover other available public pages before exploring further.

# CEOs must rebuild work itself before AI pays off
- URL: https://adjacent.media/signals/ceos-must-rebuild-work-itself-before-ai-pays-off/
- Published: 2026-11-07T12:12:40.000Z
- Updated: 2026-11-07T12:12:40.000Z
- Description: Outside Big Tech, AI adoption has failed to move the financial needle for most S&P 493 companies. Executives are using it to optimize existing workflows rather than reimagine them.
- Author: Jonathan Greene
- Tags: #signal, theme-commerce, ai investment returns, corporate capex, productivity metrics

Source: [Fortune](https://fortune.com/2026/11/06/ai-payoff-sp-493-apollo-slok-operating-model-ceos-adam-dumey/?ref=adjacent.media)

Outside Big Tech, AI adoption has failed to move the financial needle for most S&P 493 companies. Executives are using it to optimize existing workflows rather than reimagine them. The productivity gains that justify massive AI investments require restructuring jobs, teams, and decision-making processes—work that demands organizational commitment beyond software purchases. Until CFOs and boards treat AI as a mandate for structural change instead of a cost-cutting tool, earnings won't reflect the capital being spent.