76%
Three-quarters of the drop-offs sit in content work: data analysis and creative tie at 26%, writing at 24%. Only 7% gave up on coding.
Source: AI Lab webinar survey
I'm not surprised that AI isn’t delivering in areas where personalization and creativity are still essential. With the amount of bland AI slop out there, marketers still hold high the value of human insight and creativity. After all, thoughtful content is what resonates with someone and pushes them to take action.”
Alexa Drake, Senior Content Marketing Specialist, ActiveCampaign

Analysis

What the numbers actually mean.

AI lets marketers down on the work they care about most.

The drop-offs cluster in content, the daily craft work marketers are closest to, and barely register on coding. That pattern says the disappointment isn't really about AI being weak, it's about it running into the work where marketers have the sharpest eye. HubSpot's 2026 State of Marketing lands in the same place, noting AI now makes more content than humans do, but most of it comes out average.

People quit where their standards are highest.

Coding barely shows up because few marketers ask AI to code, so there's little to judge. The high numbers sit in writing, data, and design, where everyone knows what good looks like. Marketers don't abandon AI because it fails outright, they abandon it when the output is close but not good enough to ship.

"Good enough" is the wrong bar for content.

A fast first draft is genuinely useful, but content that carries the brand has to clear a higher bar than that. The gap is almost always in the last mile of editing and judgement, not because of the tool. Read that way, this chart isn't a knock on AI, it's a reminder that the human still has the final say.

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