'Top 10 ways people use AI' revealed by Claude's analysis tool 'Clio'; Japanese people use AI for 'anime and manga production'



Anthropic, the AI company behind the large-scale language model Claude, has published an analysis of how AI is used based on 1 million conversations between Claude and users.

Clio: Privacy-preserving insights into real-world AI use

https://www.anthropic.com/research/clio

Anthropic developed “ Clio ,” or Claude’s Insights and Observations, to analyze the use of language models in a privacy-sensitive way.



The Clio analysis process is divided into four stages:

・Extraction of 'facets'
For each conversation, Clio generates multiple 'facets' that compile metadata about the conversation, such as the topic, number of responses, and language used.

Semantic clustering
Similar conversations are automatically grouped by theme or topic.

・Cluster description
Each cluster is given a descriptive title and summary that captures common themes in the raw data while removing personal information.

・Building a hierarchy
The clusters are organized into a multi-level hierarchy and displayed in an interactive interface, which Anthropic uses to analyze them across a variety of dimensions, including topic and language.

The uses of AI identified in this way are as follows: In order of popularity, they are 'web and mobile app development (10.4%),' 'content creation and communication (9.2%),' 'academic research and writing (7.2%),' 'education and career development (7.1%),' 'advanced AI/ML applications (6%),' 'business strategy and operations (5.7%),' 'language translation (4.5%),' '

DevOps and cloud infrastructure (3.9%),' 'digital marketing and SEO (3.7%),' and 'data analysis and visualization (3.5%).'



The most common use case was 'app development,' with developers using Claude for a variety of tasks, including debugging code and working with Git. 'Academic research' and 'education and learning' were also important uses, with 7% of users using the app each.

Anthropic also cites the following conversation cluster as an interesting use case that illustrates Claude's versatility:

Dream interpretation
・Soccer match analysis
・Disaster preparedness
・Crossword puzzle clues
・Role-playing game '

Dungeons & Dragons '
Count the r's in the word 'strawberry'

Different languages also showed different characteristics: for example, Spanish speakers were 3.5 times more likely to use the phrase 'explain and analyze economic theories and their practical applications' than other languages, while Chinese speakers were 4.4 times more likely to use the phrase 'write crime, thriller, or mystery novels with complex plots and characters.'

Additionally, Japanese users were 6.6 times more likely than other language-speaking users to use the app for 'creating and analyzing anime and manga content and related projects,' 3.9 times more likely to use it for 'analyzing global economic trends and advising on investments,' and 3.3 times more likely to use it for 'researching and developing solutions for an aging society and elderly care.'



'Clio is an important first step toward evidence-based AI safety and governance. By enabling privacy-preserving analysis of real-world AI usage, we can better understand how these systems are actually being used. This will ultimately help us use Clio to make our AI systems more secure,' said Anthropic.

in Software,   Manga,   Anime, Posted by log1l_ks