Hi Kai,
thanks for the suggestion. I can see how this would improve the value of
the clickstream dataset.
I created a task on phabricator with your request (feel free to add
anything that I might have missed):
https://phabricator.wikimedia.org/T428136
Best,
Martin

On Wed, Jun 3, 2026 at 2:10 PM Kai Zhu via Wiki-research-l <
[email protected]> wrote:

> Hi all,
>
> I'd like to float a small extension to the Clickstream dataset that I think
> would make it considerably more useful for studying how AI assistants are
> reshaping traffic to Wikipedia.
>
> Right now the referrer mapping scheme gives an external search engine its
> own value (other-search) but folds everything else into other-external, or
> into other-empty when the referrer is stripped. That means clickthroughs
> from AI assistants — ChatGPT, Perplexity, Gemini, Copilot, Claude, and so
> on — are effectively invisible, mixed in with the rest of the external web.
>
> My suggestion is to add one more mapped value, say other-ai, populated by
> matching referrers against a maintained list of AI-assistant / LLM product
> domains. The payoff is that the Clickstream becomes a longitudinal
> instrument for a question the community is already wrestling with: how much
> traffic AI intermediaries actually send back to Wikipedia, and how that's
> trending over time.
>
> Thanks for considering it,
> Kai Zhu
> Bocconi University
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