Research Logs

Notes on how automated systems see, sort, and judge digital art before it reaches a person.

13 August 2026

What happens when the first audience is no longer human?

Digital art is often processed by systems before a person encounters it.

Traditionally, the first audience for an artwork was a person: a patron, collector, curator, critic, friend, or stranger.

Digital art moves differently. Before a person sees an image, a platform may compress it, a feed rank it, a model caption it, a moderation layer filter it, or a search system decide whether it can be found.

These systems are not viewers in the human sense. They do not care, feel, or wonder what a work means. But their decisions shape whether a human encounter happens at all.

That is where this research begins.

18 August 2026

Which systems see the work first?

The first audience is not one system, but a chain of decisions.

A work may pass through compression, captioning, search, marketplace sorting, recommendation, moderation, pricing, and a collector agent before reaching a person.

Each layer asks a different question. Is this allowed? Who will engage? How should it be sorted? What does it depict? What is it comparable to? Does it match a collector's preferences?

Those are not the questions a person brings to art. A person might ask what the work makes them feel, why they keep looking, or whether they want to live with it.

By then, the work may already have been translated into metadata, risk signals, similarity scores, captions, and rankings.

We need to examine these judgments one at a time: where systems agree, where they diverge, and what they consistently miss.