top of page

Knowledge work is becoming a multiplayer experience.

Writer: Ram Srinivasan
Ram Srinivasan
Sep 18
3 min read

I read a fascinating Procter & Gamble (P&G) study, The Cybernetic Teammate: A Field Experiment on Generative AI and Teamwork.


The researchers studied 791 P&G professionals working on real product-innovation challenges. Participants worked either individually or in pairs, with or without access to generative AI.


๐Ÿญ\ "๐—›๐˜‚๐—บ๐—ฎ๐—ป๐˜€ + ๐—”๐—œ" ๐˜„๐—ผ๐—ฟ๐—ธ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—ฎ๐—ฟ๐—ฎ๐—ฏ๐—น๐—ฒ ๐˜๐—ผ "๐˜๐˜„๐—ผ-๐—ฝ๐—ฒ๐—ฟ๐˜€๐—ผ๐—ป ๐˜๐—ฒ๐—ฎ๐—บ - ๐—”๐—œ"

This does not mean an AI-enabled individual outperforms an AI-enabled team or that one person can simply replace two. BUT it does suggest that AI can provide some of the benefits such as: generating ideas, exploring alternatives, and bringing in perspectives beyond oneโ€™s immediate expertise.


๐Ÿฎ\ ๐—”๐—œ ๐—ด๐—ถ๐˜ƒ๐—ฒ๐˜€ ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น๐˜€ ๐—ฎ๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€ ๐˜๐—ผ ๐—ป๐—ฒ๐˜„ ๐—ณ๐—ฟ๐—ฎ๐—บ๐—ฒ๐˜€ ๐—ผ๐—ณ ๐—ฟ๐—ฒ๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐—ฐ๐—ฒ.

For example, R&D participants naturally tended to approach problems through a technical lens, while Commercial participants emphasized customer and market considerations. With AI, their solutions became more balanced.


๐Ÿฏ\ ๐—ฃ๐—ฎ๐—ฟ๐˜๐—ถ๐—ฐ๐—ถ๐—ฝ๐—ฎ๐—ป๐˜๐˜€ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐—”๐—œ ๐—ฟ๐—ฒ๐—ฝ๐—ผ๐—ฟ๐˜๐—ฒ๐—ฑ ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—ฝ๐—ผ๐˜€๐—ถ๐˜๐—ถ๐˜ƒ๐—ฒ ๐—ฒ๐˜…๐—ฝ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ๐˜€

This should not be read as evidence that AI replicates human relationships or social connection. However it does suggest that conversational AI can influence how people experience knowledge work. This is perhaps by reducing friction, providing responsive interaction, or making it easier to move forward when they are stuck.

__


๐—ง๐—ต๐—ฒ ๐—น๐—ฎ๐—ฟ๐—ด๐—ฒ๐—ฟ ๐—ถ๐—บ๐—ฝ๐—น๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ถ๐˜€ ๐—”๐—œ ๐—ถ๐˜€ ๐—ฐ๐—ต๐—ฎ๐—ป๐—ด๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐˜‚๐—ป๐—ถ๐˜ ๐—ผ๐—ณ ๐—ธ๐—ป๐—ผ๐˜„๐—น๐—ฒ๐—ฑ๐—ด๐—ฒ ๐˜„๐—ผ๐—ฟ๐—ธ.

I've said this before. We have the power of 1,000 PhDs in our pockets. We are moving toward a world where people can dynamically bring together perspectives, expertise, data, and AI capabilities around a problem.


๐—ฌ๐—ผ๐˜‚ ๐—ฐ๐—ฎ๐—ป ๐—ฎ๐—น๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐˜€๐—ฒ๐—ฒ ๐˜๐—ต๐—ถ๐˜€ ๐—ฒ๐—บ๐—ฒ๐—ฟ๐—ด๐—ถ๐—ป๐—ด ๐—ฎ๐—ฐ๐—ฟ๐—ผ๐˜€๐˜€ ๐˜๐—ต๐—ฒ ๐—ถ๐—ป๐—ฑ๐˜‚๐˜€๐˜๐—ฟ๐˜†.


Salesforce and Slack are describing the shift as "multiplayer work." Anthropic is explicitly talking about the move from "single-player" to "multiplayer" experiences, with Claude becoming a participant in team workflows. OpenAI is building shared projects and workspace agents that can be used, edited, and deployed across teams.


The boundaries of an individualโ€™s expertise no longer have to define the boundaries of the thinking they can access. Knowledge work is becoming a multiplayer experience, with people and AI working together across a shared context.

__



Until next time,

Ram


โ€”


Ram Srinivasan

MIT Alum | Author, The Conscious Machine | Global Future of Work and AI Adoption Leader published in Business Insider, Fortune, Harvard Business Review, MIT Executive Viewpoints and more.


โ€”


A Message From Ram:

My mission is to illuminate the path toward humanity's exponential future. If you're a leader, innovator, or changemaker passionate about leveraging breakthrough technologies to create unprecedented positive impact, you're in the right place. If you know others who share this vision, please share these insights. Together, we can accelerate the trajectory of human progress.


Disclaimer:

Ram Srinivasan currently serves as an Innovation Strategist and Transformation Leader, authoring groundbreaking works including "The Conscious Machine" and the upcoming "The Substrate Shift."


All views expressed on "Substrate" and across all digital channels and social media platforms are strictly personal opinions and do not represent the official positions of any organizations or entities I am affiliated with, past or present. The content shared is for informational and inspirational purposes only. These perspectives are my own and should not be construed as professional, legal, financial, technical, or strategic advice. Any decisions made based on this information are solely the responsibility of the reader.


While I strive to ensure accuracy and timeliness in all communications, the rapid pace of technological change means that some information may become outdated. I encourage readers to conduct their own due diligence and seek appropriate professional advice for their specific circumstances.

ย 
ย 
bottom of page