You’re working hard, but your marketing still sounds generic. That’s the frustration most marketing leaders can’t quite put their finger on right now. Everyone’s busy, the calendar is full, the posts go out on time, but the work could come from any other company in your category. This is where Claude Code becomes a game-changer.
It’s tempting to blame the tools, or the talent, or the pace. But the real problem usually sits somewhere quieter: in the handoffs. Specifically, it is the one step of the process that keeps getting skipped when things get busy.
That’s what this is about. If you run a marketing function, or you’re hiring someone to run one for you, this is the most useful way I’ve found to think about where AI actually fits, and why most teams are putting it in the wrong place.
Marketing Involves 3 Steps. We Keep Skipping The Middle One
Almost every piece of marketing work moves the same way. Something happens. A client wins a deal in a new way, a competitor changes their angle, a segment goes quiet. Then someone decides what to do about it, makes the thing, and publishes it.
Signal. Brief. Publish.
The Strategy Lives in That Middle Step.
The brief is the difference between a campaign that could only come from your company and one that sounds like everyone else’s. It’s where you decide what this means, who it’s for, and why it matters right now.
And it’s the step that gets skipped. Not because anyone is careless, but because the calendar says publish three times this week, and the brief is the part that quietly disappears under that pressure. You go straight from “something happened” to “make the thing,” and the thinking falls out somewhere in between. That gap is where teams lose days, and it’s where the work starts to feel generic even when everyone is working hard.
Here’s What Most People Get Wrong
They assume AI, like Claude Code, belongs only at the publish step, helping you generate more drafts, faster. But the true benefit comes earlier: the brief. Claude Code lets you build the brief step directly into your workflow so the thinking never gets skipped. With it, you can ensure strategic intent is always present, reduce repetitive work, and keep your brand’s unique perspective in every asset.
Understanding Claude Code for Marketing
Let’s clear something up, because the name scares people off.
Claude Code has “code” in it, but the useful part for a marketer has nothing to do with writing code.
Think of it as a workspace where you can do three things:
- You can write down how your team does a piece of work, so the AI follows your process instead of improvising.
- Connect it to the places where your real information already lives, so it works within your world rather than on a blank page.
- Run the whole thing as a single motion instead of 100 separate prompts.
That’s it. That’s The Pipeline.
Signal comes in from where your work actually happens, the brief gets built the way you’d build it, and the publish step inherits all of that instead of starting from zero.
The reason this matters became clear to me when I went back to school. A while back, I enrolled in a six-week engineering course, a small cohort of operators, and plenty of classes, walking into them with no idea what was about to hit me. I run a marketing agency, not an engineering team, so that was the point. I expected to walk out with a tool. What I actually walked out with was a sentence I keep coming back to: the tools are not the advantage, the person configuring them is.
A poorly defined audience, a weak value proposition, a brand voice nobody has revisited in three years: those are the real bottlenecks, not the software.
Claude Code doesn’t fix any of that for you. What it does is take the good thinking you already have and make sure it survives the trip from signal to published asset, every single time, instead of getting watered down along the way.
The Unlock: Build the Foundation Before You Build the Skills
This was the idea from the course that reorganized how I think about it all.
When most people start using AI for marketing, they build little single-purpose helpers.
A hook generator. An ad-copy writer. A subject-line tool.
Each one is fine on its own, and each one produces something that’s roughly average, because each one is starting from scratch with no shared sense of who you are or who you’re talking to.
The better approach is to build a foundation first and let everything else draw from it.
Someone once explained it to me through Pixar: Directors faced recurring storytelling problems, so Ed Catmull created a shared studio process rather than solving each film individually (1). With a common foundation, the same directors produced a streak of hits.
The insight that stuck with me: a better foundation beats better individual skills, every time.
For a marketing team, a solid foundation means keeping a few living documents:
Who your audience actually is, beyond demographics.
What makes them light up are the words they use, and the words they’d never use. Notion’s users call it a “second brain,” not a “knowledge management system” (2). That distinction is the whole game, and it belongs in writing.
How your brand sounds.
Not a fifty-page brand guide. The real voice rules. What you always do, what you never do. (Mine famously includes “up to one em dash,” and yes, the system respects it.)
Where you stand in the market.
What you own, what’s contested, where the open space is.
How people find you, judge you, and decide.
How they discover you, what makes them hesitate, and what makes them trust you.
Once those exist, every brief draws from the same source of truth. The signal comes in, the brief builds on a foundation that already knows your audience and your voice, and the output stops drifting. That’s the difference between AI that makes you faster and AI that makes you faster and more like yourself.
One Pipeline, Many Jobs
The reason this is worth the effort is that you build it once, and it serves everything. Content, ads, lifecycle, product marketing: those aren’t four different processes. They’re the same signal-brief-publish shape pointed at four different jobs.
I’ll Give You a Real Example of Claude Code
The first piece we built was the signal layer. A competitor-intelligence view that takes weekly snapshots of a competitor’s site, watching for changes in their pricing, their copy, and their positioning. Alongside it, monitoring that scans the places our clients’ buyers actually talk: relevant subreddits, review sites, industry chatter. That used to be work somebody had to remember to do, usually nobody did, and the signal arrived late or not at all. Now it arrives on its own, every week, without anyone chasing it.
But a signal that lands in an inbox and dies there isn’t worth much. The real shift was building the place that all of it connects to.
We set up a central workspace that holds everything the team needs to turn a signal into a brief: the strategy, the brand voice, the audience foundation, the competitor analysis, the trends we’re tracking, and the results from what we’ve already tested. It’s the single source of truth, and the four foundational documents sit at the front. When a signal comes in, the brief isn’t built from scratch or from whatever one person happens to remember. It’s built on everything we already know, all in one place, and it’s current.
That’s What “Connected” Means
Competitor signals go directly to a shared workspace aligned with your strategy and voice, so responses build on the same foundation. Strategy lives in one place, not scattered documents.
What surprised me wasn’t the speed, though things that used to take days now take an afternoon. It was the consistency. When the foundation holds the voice and the standard, five things can go out the door at once without any of them drifting off-brand. That’s the part you can’t get from typing faster.
What Does This Change Mean for the Team?
When the middle step is built into the system, the marketer’s job shifts. It stops being about personally producing every asset and starts being about designing the system that produces them, and then exercising judgment over what it makes.
I want to be honest about the limits, because there’s a lot of nonsense in the air right now.
AI is genuinely good at the work around the craft. It is not good at judgment inside the craft. Someone still has to decide what a signal means and what the brand believes about it. That judgment is the job. The pipeline ensures your judgment reaches the published work rather than leaking during a handoff.
Which is also why cutting marketing headcount because “AI does it now” usually backfires. AI doesn’t replace the marketer. It changes what the marketer spends their time on.
The teams pulling ahead aren’t the ones who fired their people. They’re the ones who gave their people a better system to run.
How To Start Without Boiling The Ocean
You don’t build the whole machine on day one. I didn’t, and the people who try usually give up.
Start smaller than feels satisfying. Pick one task you repeat constantly. Write down the foundation it needs:
- Who it’s for
- How it should sound
- What good looks like
Connect it to one place where your real information already lives. Run it by hand until it genuinely works the way you’d do it yourself. Then automate the handoff.
One task. One foundation. One loop.
That’s a real first move, small enough to make this week.
Marketing was always signal, brief, publish. What changed is that the middle step, the one that kept disappearing under a tight deadline, can finally be built into the system instead of being skipped.
The agencies and teams that win this next stretch won’t be the ones with the most people or the flashiest tools. They’ll be the ones with the best systems, run by people with the judgment to build them well.
If that’s the kind of system you want running behind your marketing, that’s the work we do at Colibri. Schedule a quick, complimentary session to go over your goals. Let’s talk!
Sources:
- Harvard Business Review, How Pixar Fosters Collective Creativity, 2008.
- Forte Labs, Using Notion as Your Second Brain, 2022.