AI in Marketing

The change in skills requirements for AI in marketing jobs has gotten very specific very fast.

We scraped around 1,750 marketing job descriptions across two periods: roughly 1,000 from January 2026 and 750 from May 2026. Four months of job description data doesn’t sound like much. But when mentions of “AI tools” in marketing job descriptions triple, and specific tools like Claude quadruple, four months is significant enough.

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AI adoption in B2B marketing is accelerating. Effective AI adoption, however, is not.

Our research suggests most marketers are still applying AI tactically rather than systematically, focusing on tools instead of building scalable operating systems.

To understand what’s really happening beneath the hype, we combined behavioral and survey data.

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When it comes to AI adoption, the dominant narrative amongst marketers is that they’re falling behind.  That every new tool, every new model, every new AI marketing workflow announced on LinkedIn is a gap you need to close—now. And the more you scroll, the more that feeling compounds. 

The anxiety isn’t irrational, but the response to it usually is.

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More than 150 million people use GitHub. Developers created more than 230 new repositories every minute last year, and there are 4.3 million AI projects on the platform.

Most of those users are still developers. But the profile is shifting.

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You already know competitors are targeting category keywords—it’s baseline and relatively easy to monitor. What most paid search teams don’t have visibility into is who’s bidding on their brand terms.

Not their category but their name, and it happens more than you’d expect.

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For the past two years, the dominant advice in B2B content marketing has been some version of: be careful with AI. Don’t let it water down your brand. Keep a strong human in the loop. Avoid the slop.

That advice made sense when it was speculative. It makes less sense now that we have data.

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There’s a lot of hype around tools like n8n right now, people claiming it can replace entire teams or save thousands overnight. 

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Most marketing agencies think they’ve made the shift. They’ve added “AI-powered” to their website, run a few ChatGPT prompts for client deliverables, and nodded along at the last industry conference when someone said the future is now.

It’s no secret that AI is reshaping marketing agencies, but we wanted to know how.

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