What's the meaning behind "effort signalling"? Especially among communities working in art, design, craftsmanship, and other creative disciplines
Recently, the Guardian discussed how several established artists and designers are deliberately incorporating imperfect elements into their work, in response to the increasingly widespread visual content generated by artificial intelligence, which often comes across as cheap, derivative, and low-quality.
For instance, some recent reissues of books by Chilean author Roberto Bolaño, published by British publisher Picador, feature covers designed by American designer Michael Schmelling with a deliberately rough aesthetic. As the Guardian points out, "that's precisely the point: AI would never do this." AI systems tend to favour symmetrical, orderly compositions, and also rely on certain recurring visual conventions, such as particular lighting schemes, strong contrast, and highly saturated colours.
What is effort signalling
For some time now, a growing segment of the public — particularly online — has been openly protesting when well-known and lesser-known companies alike turn to artificial intelligence to produce their visual content. The criticism centres on the poor quality of the results, combined with the negative impact this practice has on the work of creative studios, freelance designers, and illustrators, among others — especially when these tools are used by default, without any genuine critical or creative input.
It is against this backdrop that a growing number of organisations have begun publicly declaring that they do not use AI in their advertising campaigns, while simultaneously emphasising the importance of people in corporate creative processes. Several fashion companies, for example, have started featuring craftspeople at work in their advertisements, shown making individual products by hand.
On Instagram and TikTok, moreover, many businesses working in art, design, craft, and other creative disciplines — including fashion itself — have begun posting "behind the scenes" content to demonstrate that they do not use artificial intelligence in their work, documenting, for example, the effort involved and the steps of the creative process — a practice known as "effort signalling."
Where effort signalling comes from
In the face of AI's rise, imperfection has in certain contexts become a tool for communicating authenticity and taking a stance against an increasingly standardised aesthetic. In fashion, for example, Prada sent garments down the runway that were intentionally distressed. The same principle has been seen in other fields too: Polaroid and Heineken have experimented with similar approaches in their advertising campaigns, while the television series Pluribus chose to make a point of it by including the words "made by humans" in its closing credits.
The fact remains that, in many cases, the negative consumer reaction is not a rejection of AI as such, but of its use as a replacement for so-called human "design intelligence" — often simply to cut costs. Hostility towards generative AI, however, also concerns — and perhaps above all — the environmental dimension: the data centres required to run artificial intelligence systems demand vast quantities of water and energy. Added to this is the fact that the companies developing these models have trained them using enormous amounts of text, images, and music — often copyright-protected — without seeking permission from the authors or offering them any compensation.