Artificial Intelligence: Narrow, General and Superintelligent Systems

Sparkler Soft archive15 November 20221 min read

The original November 2022 explainer introduced three terms often grouped together under artificial intelligence: narrow AI, general AI and superintelligence. They describe different levels of capability, rather than three interchangeable labels for the same technology.

Narrow systems and broader ambitions

Narrow AI is designed around a bounded task. The archive used voice assistants and game-playing systems as examples: success in one setting does not establish that a system can handle every other intellectual task. General intelligence describes the broader ambition of transferring capabilities across domains.

Where the distinctions matter

Superintelligence describes a hypothetical capability beyond human performance across a broad range of tasks. In the original article, AGI and superintelligence were research concepts, not products the reader could deploy. For a business project, the useful starting point is the actual task, available data and evaluation criteria. A compelling demonstration on one benchmark is not evidence of reliability in a different workflow.

Share

Related Articles

ArchiveMachine Learning

Five Industries Exploring Machine Learning in 2022

Our October 2022 industry overview looked at five areas exploring machine learning: healthcare, transport, finance, retail and property valuation. Each used prediction or pattern recognition, but with very different data and consequences for mistakes.

Sparkler Soft archive24 Oct 20221 min read
ArchiveMachine Learning

AI in Early Disease Detection: The 2022 Research Picture

The October 2022 archive explored how computer-aided systems could support clinicians by organising images, records and monitoring data. Its central theme was assistance with information-heavy work, with diagnosis and treatment remaining clinical responsibilities.

Sparkler Soft archive10 Oct 20221 min read
ArchiveMachine Learning

Seven AI Use Cases for Enterprise Software

This September 2021 archive article examined where AI could fit into everyday enterprise software. Its examples were tied to operational decisions: what to stock, when to service equipment and how to plan work.

Sparkler Soft archive29 Sept 20211 min read

Have a similar challenge?

Tell us about your project — we'll tell you honestly whether we can help.