AI firms seek growth beyond scaling tech

Significance These fears are amplified by diminishing returns on 'scaling' -- using larger datasets and computational power to train models with more parameters -- which critics argue no longer yield performance improvements comparable to the significant gains of AI's earlier stages. Impacts Electricity demand will continue to soar on the back of AI development and adoption. AI models’ growing need for high-quality data could lead to increased ‘data nationalism’. AI agents are set to transform the outsourcing industry, with 'as-a-service' platforms gaining prominence.

Publication Details

Journal
Emerald expert briefings
Published
2025-01-09
DOI
https://doi.org/10.1108/oxan-db292127
Primary Topic
Big Data and Business Intelligence
Type
article
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article

AI firms seek growth beyond scaling tech

Emerald expert briefings
Big Data and Business Intelligence
article

AI firms seek growth beyond scaling tech

article en

Abstract

Significance These fears are amplified by diminishing returns on 'scaling' -- using larger datasets and computational power to train models with more parameters -- which critics argue no longer yield performance improvements comparable to the significant gains of AI's earlier stages. Impacts Electricity demand will continue to soar on the back of AI development and adoption. AI models’ growing need for high-quality data could lead to increased ‘data nationalism’. AI agents are set to transform the outsourcing industry, with 'as-a-service' platforms gaining prominence.

Emerald expert briefings
Industry, innovation and infrastructure
Big Data and Business Intelligence
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AI firms seek growth beyond scaling tech · Emerald expert briefings (2025) | TGRS Research Map | TGRS