What To Expect
Artificial intelligence has made it easier for agencies to produce content at scale. I see agencies using AI to create outlines, organize research, and move content through production faster than ever.
But faster content production has not automatically created better client content.
One reason is that many AI content problems start before the writing process. Weak briefs, vague positioning, and surface-level client information leave both AI and human writers without enough substance to create content that feels specific, useful, or differentiated.
That does not mean better client discovery turns AI into an expert writer.
It doesn’t.
Better input gives the content process more to work with, but turning that information into a clear point of view still requires human judgment. Someone has to know which insights matter, what deserves to be challenged, how ideas connect, and what will actually be useful to the audience.
In this article, I’ll explain:
- Why AI cannot fix a weak content brief.
- How generic client input leads to generic content.
- Why agencies need to pull real insight from founders and subject matter experts.
- What types of client input make human-led content more specific and credible.
- Where AI can help organize information and support the workflow.
- Why better client input still needs experienced human judgment.
- How agencies can build a content process around human insight instead of simply generating more output.
I use AI and believe it has a valuable role in content production. But I don’t believe better prompts or better client input remove the need for experienced writers and strategists.
AI can help organize information and speed up parts of the process.
Humans still have to turn real expertise into content worth publishing.
AI Cannot Fix a Weak Brief
AI only knows what you give it.
Give it a vague audience description, a generic service page, and a few competitor links, and you will get something that sounds remarkably similar to what everyone else already has.
That is not because the model is broken.
It is because the agency skipped the hard part. It probably embraced automation without a strategy.
A strong brief contains more than a topic and a target keyword. It gives the writer context. What does this company actually believe? What do customers misunderstand? What objections come up repeatedly? What has the team learned after doing this work hundreds of times?
Without that information, there is no meaningful point of view to work from.
And no prompt can fix that.
Generic Inputs Create Generic Client Content
“Target audience: small business owners.”
“Tone: professional but approachable.”
“Services: high-quality, customized solutions.”
Congratulations. You have described approximately half the internet.
Generic inputs create generic outputs, whether a human writes the draft or AI does. The difference is that a good writer should recognize when the input is not enough and start asking better questions.
That matters because the strongest content marketing strategy is built around specificity. Research from the Content Marketing Institute continues to show the importance of creating content that provides value and building strategies around clear goals and audience understanding rather than simply producing more content.
Your client’s content should sound like it came from someone who has actually done the work.
Because ideally, it did.
Agencies Need To Pull Out the Real Insight
Clients are busy. Founders are even busier.
Most are not going to send your agency a beautifully organized document containing their strongest opinions, customer insights, lessons learned, and industry observations.
You have to pull it out of them.
That means asking better questions.
Not, “What makes you different?”
Nobody knows how to answer that question without immediately saying something about customer service.
Ask:
- What do prospects consistently get wrong before they hire you?
- What advice in your industry do you disagree with?
- What problem looks simple from the outside but is actually complicated?
- What have you stopped doing because experience taught you it does not work?
- What do your best customers understand that your worst-fit customers do not?
- What tradeoffs do clients need to accept?
Now we are getting somewhere.
Founder interviews. Subject matter expert conversations. Customer objections. Sales call patterns. Specific examples. Lessons from failed projects.
That is where content authority comes from.
Better Client Input Makes Content More Specific
The best agency content briefs include things AI cannot reliably invent.
- Opinions.
- Examples.
- Process details.
- Customer language.
- Tradeoffs.
- Stories.
- Specific failures and what changed afterward.
These details give content texture. More importantly, they give it authority.
A Gartner discussion of AI skills in marketing reinforces that AI adoption is not just about having access to technology. Organizations still need the skills and judgment to apply it effectively.
Exactly.
The tool is not the client’s content strategy.
And the tool is definitely not the expert.
AI Can Help Organize Insight, But It Cannot Replace It
I use AI. I am not interested in pretending otherwise.
It can help agencies organize interview notes, identify recurring themes, summarize research, structure outlines, and reduce repetitive work.
Great.
That is useful.
But AI should organize insight, not replace the process of finding it.
It cannot sit across from a founder and notice the moment they become unusually specific about a problem. It cannot hear frustration in a subject matter expert’s answer and know there is probably a stronger opinion underneath it.
Humans do that.
That is why agencies that want better results should stop asking, “How can we generate more content?”
Start asking, “How can we get better information before anyone starts writing?”
That is a much better question.
Build a Content Process Around Human Insight
I don’t think agencies need more generic AI output.
I believe they need a better system for turning client knowledge into content people actually trust.
That means stronger intake. Better agency content briefs. Better interviews. Better follow-up questions. A process for capturing what clients know but rarely write down themselves.
Then use AI where it makes sense. Organize faster. Research faster. Remove administrative friction.
But strategy, positioning, judgment, and perspective should stay human.
Because more content isn’t automatically better.
More useful content is.
That’s also the approach behind Penmo’s agency content support. The goal isn’t to give agencies another way to flood their clients’ websites with generic content. It’s to help them build a more reliable, human-led content process without having to build an entire writing operation internally.
AI can help you move faster.
I have no issue with that.
But first, I want to make sure you’re moving in a direction worth going.
