The Danger of Algorithm Normalization and the Importance of Risk-Taking

The AI hype machine sells a simple promise: push button, get brilliance. Fast.

The uncomfortable part is that the button works, at least some of the time - studies split on whether AI work outperforms human work. System1(opens in new tab) tested gen-AI ads and found them scoring above average on emotion. Ipsos tested them against human-made work and found the humans ahead. The headlines diverge, but the fundamental finding in both studies was the same: AI work was less original and less memorable.

Why? Because AI loves mediocrity. By nature, it regresses to the mean. What it delivers, reliably and at scale, is competent. Competent is now available to everyone, which means it becomes undifferentiated and cheap.

That leaves the outlier — the idea that takes a real strategy, a few wrong turns and an unbridled fear of the average. It is also the least forecastable thing an agency does, which is why it keeps losing the room to the option with a number attached.

The mean is not an AI problem. It is where everyone defaults.

The work that escapes it comes from friction: agency teams willing to argue with each other and with the machine, instead of accepting the first answer. The machine can generate more options than any room of humans could. It cannot tell you which one is brave or brilliant. That is where human judgement, which agencies have relied on for a century, returns. The machine does not replace the judgment. It expands the field you judge.

  • "Our greatest value is not in the creation of assets, but in envisioning what assets should be created or what should be done."

    Dean Broadhead
    CEO, Broadhead

  • “The reality is simple: AI needs human creativity to deliver brand breakthroughs and stimulate growth. Brands grow because they break through in what they say and how they say it.“

    Justin Thomas-Copeland
    4As

GenJam Panel 2026 Presented by 4As and New York Festivals

A conversation exploring why AI still can’t replace original thinking, how agencies are using AI in pitches and production, the growing pressure of “good enough” creative, why bold ideas are becoming harder to sell and more.

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07/07/2026

Campaign Chemistry: Walking the Work in Cannes with 4As Justin Thomas-Copeland

Live from Cannes, 4As CEO Justin Thomas-Copeland joins Jameson Fleming to break down the festival’s most innovative campaigns across sports, AI and sustainability.

Member Only

Video

Beyond Creative: Transforming the Impact of Human Creativity

Decisions 2025 Atlanta Embrace the power of AI to supercharge your agency’s creative impact. In this thought-provoking session,…

Member Only


Have questions?
Want to explore more on The Work?

Contact:

Mollie Rosen
President, Member Solutions, 4As
[email protected]

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