Case study · An established product business
Getting the fit right
What a content service that didn't fit an established business taught us about choosing the right clients
The question this answers
How do I know whether an AI content service is right for my business before I sign up?
Look at how big your site already is, how much of your time the service will need each month, and how it will show its value. We once ran our content service for an established business where none of those lined up. We agreed to stop, and I changed who the service is for and how it works.
The situation
The business was well established. It had a large, busy website, a good name in its field and customers who think carefully before they buy. It wanted what our content service offered: well-researched articles each month to help it show up in Google and in AI assistants like ChatGPT.
Our contact there knew the customers well and had very little spare time. Both of those mattered more in the end than anything we wrote.
What we did
We ran our usual monthly service. Each month we looked at what the company's customers were searching for, picked topics on that evidence, drafted articles, and checked every factual claim against a source before our contact saw them. Then the articles went live.
The best work came when our contact steered it. Their notes on how the business really works made one article far better than our first draft. But each steer, each monthly questionnaire and each report took a little more of their time.
Why it didn't fit
Some of it was on our side. We never got access to the site's search data, so we had less to judge the work by. We also found a fault in how our articles linked into the site, which we caught and fixed before they went live.
The bigger problem was fit. The articles ranked as well as we'd expect, but on a site that size they were a very small share of its visits, well under one percent. The business was also already named by AI assistants, so a few more articles couldn't show a clear change there either.
After a few months our contact told us the service wasn't a good match for the business or for the time they had, and asked to stop. They were right on each point, and we wound it down that month, on good terms.
The lesson
Our contact made one more point, and it stuck. They found the articles long for a person to read, because the things that made them good for AI made them less good for a human. It was the most useful feedback we had.
The wider lesson is about fit. A good service in the wrong place still fails. The size of the site, the time the client can spare and a clear way to show value matter more than how well the articles are written.
What changed
First, who the service is for. It now goes to smaller specialist businesses, where a few good articles can visibly change the numbers and the value shows early. Before we start, I check the fit and say plainly if a few articles won't move your site.
Second, your time. The service now asks for nothing each month beyond a quick look, and everything we need is gathered once, at the start. Third, the writing: every article now has to be a good read for your own customer first, and be found second.
How to judge fit yourself
If a service isn't right for your business, I'd rather say so early than keep billing you. Ask any supplier, me included, what share of your traffic a few new articles could realistically become, how much of your time they'll need each month, and how they'll show you a before and after.
Then read one of their articles as your own customer would. If it bores you, it'll bore them. A supplier who checks the fit before you sign is one who expects to be judged on results.
Questions people ask
Why didn't the service fit?
The impact was small for the time it asked. The articles ranked, but on a large, established site they were a tiny share of its visits, and any gain in AI answers couldn't be shown clearly.
Who is an AI content service a good fit for?
Smaller specialist businesses, where a few good articles visibly move the numbers, run by owners who want it done for them without monthly homework.
Can an article be good for AI search and for people at the same time?
It has to be. Every article is now written to be a good read for the client's own customer first, and to be found second.
Why is this study anonymous?
Because it's about fit, not about the client. The business did nothing wrong, so I've left out anything that would identify it.