What AI slop looks like, and what it costs a small business
"Slop" is the word people have settled on for generic, machine-made content that is posted in volume with very little thought behind it. On LinkedIn it has a recognisable look, and your potential customers have now seen enough of it to spot it in about two seconds.
How to recognise it
Slop is rarely wrong. It is simply empty. These are the usual tells:
- The dramatic one-line hook. "I almost quit my business last year." Followed by a line break, then a lesson that has nothing to do with quitting.
- Every sentence on its own line, as if the post were a poem about invoicing.
- Stock phrases such as "in today's fast-paced world", "unlock your potential", "game-changer" and "let's dive in".
- A closing question that asks nothing: "Thoughts? Let me know in the comments!"
- No specifics. No customer, no town, no price, no date, no photo of anything real.
- Comments like "Great insight, thanks for sharing!" left under dozens of posts within minutes of each other.
Here is what the difference looks like for a made-up boiler engineer in Worthing. The first version is the sort of post a chatbot produces in four seconds:
In today's fast-paced world, regular boiler servicing is a game-changer for homeowners. Here are 5 reasons you should never skip yours. #heating #homeowners #growth
The second is the sort a real tradesperson writes in five minutes on a Tuesday evening:
Visited a flat in Goring today where the boiler had lost pressure every few days for a year. It had been "serviced" twice. The cause was a worn part that cost under £20 and took about an hour to swap. If your pressure keeps dropping and nobody has told you why, ask what they actually checked. Happy to look at it if you're local.
Nothing in the second post is clever. But it names an area, a symptom, a cost and a time, and it sounds like someone who has been under a lot of boilers. That is the entire gap.
What it costs when it goes wrong
The damage comes in three forms, and only one of them shows up in your analytics.
Wasted time. Say you run a small consultancy and decide to post daily using an AI tool. Even at 15 minutes a post (prompting, tweaking, scheduling), 90 posts over three months is about 22 hours. At £60 an hour of your time, that is roughly £1,350 spent on content nobody remembers. Twenty-four real posts over the same period would take less time and give people something to talk to you about.
Lost reach. LinkedIn has said publicly that it wants to push back against low-quality, repetitive content, so slop is a poor bet even on purely mechanical grounds. You may spend effort on posts that quietly go nowhere.
Lost trust. This is the one that matters most for a local business. A prospective customer who reads two of your posts and finds they sound like the other forty in their feed will assume your service is equally off-the-shelf. People hire electricians, accountants and designers because they believe the person is competent and real. Generic writing quietly undermines both.
There is also a compliance angle. AI tools will happily invent statistics, "guaranteed" outcomes and customer quotes. In the UK, advertising rules (the CAP Code, enforced by the ASA) apply to marketing claims on social media, and you are expected to be able to back up what you say. If you work in a regulated area such as finance, gas, electrical work or legal services, one confident but false sentence can create a real problem. A fabricated testimonial is worse still.
Where AI can still help
You do not need to avoid AI entirely. Used as an editor rather than an author, it can be useful:
- Tidying spelling and grammar in a draft you wrote.
- Turning a rambling voice-memo transcript into a rough structure.
- Suggesting a shorter version of a long post.
- Explaining a technical term in plainer language, which you then check.
The rule is that you supply the facts, and you never let it invent a customer story, a figure or a quote. Before anything goes live, run it through three questions:
- Could a competitor post this word for word? If yes, it is too generic.
- Does it contain at least one detail only I would know?
- Would I say this out loud to a customer standing in front of me?
If it fails any of the three, rewrite it or bin it.
Photos, names and permission
Real work is your biggest advantage, but handle it carefully. Always ask before posting a customer's name, their home, or any photo where a person is identifiable. A text such as "Mind if I share a couple of photos of the finished bathroom on LinkedIn? I'll leave your name and street off" is usually enough, and keep the reply for your records. Watch for house numbers, vehicle registrations, alarm panels and anything visible through a window. Under UK GDPR, identifiable people in photos count as personal data, so it is simplest to photograph the work, not the people.

A simple 30-day plan to rebuild trust on LinkedIn
You do not need a content calendar or a new tool. You need about 20 minutes a day, a phone, and a willingness to sound like yourself. Here is how the month breaks down.
Week 1: audit and tidy
Scroll back through your last 20 posts and mark any that sound generic. The giveaways are easy to spot: an opening line that could belong to any firm in any town, a tidy list of "5 lessons", and not a single customer, job or place mentioned. If you read it aloud and it does not sound like you on the phone, mark it.
To make it less subjective, give each post one point for each of the following: it names a place or type of job, it includes a real number (a price, a time, a quantity), it has a photo of real work, it takes a position you would defend in conversation, and it sounds like you. Anything scoring 0 or 1 is slop. If more than half your posts land there, that is useful information about where to start. You do not have to delete old posts, though removing the two or three worst is perfectly reasonable.
Then fix the shop window. Rewrite your headline in plain English, such as "Electrician serving Worthing and Brighton, rewires, fuse boards and EV chargers", rather than "Passionate solutions-driven professional". Do the same with your About section: who you help, where, and what a typical job looks like. A few more examples of the same idea:
- Accountant: "Accountant for sole traders and small limited companies in West Sussex. Self assessment, bookkeeping, VAT."
- Cafe owner: "Owner, The Corner Table, Worthing. Breakfasts, local coffee and catering for up to 40."
- Web designer: "I build websites for tradespeople and small shops that get found on Google and bring in enquiries."
For the About section, three short paragraphs work well: what you do and who for, a brief example of a recent job or result, and how to get in touch. Write it in the first person.
While you are there, check the basics people forget:
- Use a recent, well-lit photo of your face, not a logo, a filter or a picture from ten years ago.
- Set your location to the town you actually serve.
- Add a banner image showing your work, van or shopfront, with your service area on it.
- Use the Featured section to pin your best job write-up and a link to your website.
- Claim a short, tidy custom profile URL.
- Make sure your company page, if you have one, shows the same services and contact details.
Week 2: capture raw material
This is the week you collect, not publish. Start a notes file on your phone and add every customer question you hear. Those questions are your best post ideas, because real people already asked them.
- Snap job photos (with the customer's permission) of before, during and after.
- Record 30-second voice memos when something goes wrong or surprises you. You can turn them into text later.
- Jot down prices people were shocked by, or myths you keep correcting.
By Friday you should have at least eight usable ideas without having written a single post.
It helps to see what a useful entry looks like. A good note is short and specific, for example: "Mrs P in Findon asked if she needs planning permission for a garden room. Told her usually not under 2.5m high, but check boundary distance. She had no idea." Or: "Third quote this month where the previous builder left no waterproofing behind the bath panel." Each of those is a post.
Here is how a voice memo becomes one. Suppose you record this on the drive home: "Just did a quote for a shop fit out in Littlehampton, they'd been told they needed a whole new electrical supply, it was nearly four grand, turned out they just needed a new consumer unit, about eight hundred." Cleaned up, with the customer unnamed, that becomes: "Was told a shop in Littlehampton needed a whole new electrical supply, quoted close to £4,000. A proper inspection showed a consumer unit replacement at around £800 would do the job. Always get a second opinion before a big electrical bill." That took two minutes and reads like a human being wrote it, because one did.
Week 3: publish and show up
Publish two real-experience posts. One might be a job that went sideways and what you did about it. Another could answer the customer question you heard most often, in your own words, with a photo.
Two simple structures cover most of what a small business needs:
- The job that went wrong: what you found, what caused it, what you did, and the one thing you would tell anyone else in that position.
- The question I get every week: the question in the customer's own words, a short honest answer, a rough price or timescale if you can give one, and when it is worth calling a professional.
Keep posts short enough to read without clicking "see more" more than once, use two or three hashtags at most (or none), and avoid stuffing in a sales pitch. Many people find LinkedIn gives better reach to posts that do not push readers off the platform, so consider keeping your website link in your Featured section or in a reply to your own post rather than the main text. Treat that as something to test, not a rule.
Reply to every comment personally, ideally within a few hours, because early conversation matters. Spend ten minutes a day leaving genuine comments on local businesses' posts too: a supplier, a client, the café that just opened. Say something specific, not "Great post!". Compare:
- Generic: "Great insight, thanks for sharing!"
- Specific: "We had the same problem with a delivery van last winter. Switching to a fixed pickup slot saved us about an hour a day. Did you try that?"
That kind of comment is exactly what the platform is trying to tell apart from the machine-made sort, and with LinkedIn's crackdown underway, it counts for more than it used to.
If you send connection requests this week, add a one-line note ("We both work with Worthing landlords, thought it would be good to connect") and do not follow up with a sales pitch in the first message. Nobody has ever warmed to that.
Week 4: review and keep what worked
Look at which posts started conversations, not which collected the most likes. Three thoughtful replies from local owners beat 60 thumbs-up from strangers. Keep your winners as loose templates (the structure, not the wording) and note any enquiry that mentions LinkedIn, even in passing. Ask new customers how they found you; it takes five seconds.
A short review routine works well. Sit down for 20 minutes and, for each post, write one line: who replied, whether any of them were local or likely customers, and whether anyone mentioned it offline. Then decide your pace for month two. For most small businesses, two real posts a week plus ten minutes of commenting on most days is a rate you can keep up through a busy season. One honest post a week beats five that you abandon by March.
Measure what matters
Ignore raw impressions. Track these each week in a simple spreadsheet:
- Profile views
- Direct messages
- Enquiries that mention LinkedIn
You will find the figures in the analytics area of your profile and beneath each post. Add a column for the post topic so you can see which subjects bring people in.
If those climb while impressions stay modest, the plan is working. A realistic first month for a small local firm might be four posts, around 1,900 impressions in total, profile views rising from about 14 a week to 30, three direct messages and one enquiry that mentions LinkedIn. That will not look impressive on a chart, but if that single enquiry becomes a £600 job, the 20 minutes a day has paid for itself. Give it three months before judging, because trust builds slowly.
Mistakes to avoid in the first month
- Reaching for the AI tool when you are busy. This is how most people slip back. A two-line honest post and a photo is always better than a polished generic one.
- Posting and disappearing. If you do not reply to comments, you waste the part of LinkedIn that actually works.
- Relying only on the company page. Personal profiles usually get far more attention than business pages, and people want to deal with a person.
- Connecting with everyone. A smaller network of local customers, suppliers and referrers is worth more than 5,000 strangers.
- Reposting without comment. Sharing someone else's article with no thought of your own adds nothing. Add a sentence on why it matters to your customers.
One last point. LinkedIn is only one page of your story. Someone who likes a post will click your profile, then Google you, then land on your website. Your site, your Google Business Profile and your LinkedIn should all tell the same honest story: the same services, the same area, the same tone. Check that your phone number, opening hours and service areas match everywhere, and that the job you wrote about on LinkedIn has a matching example or case study on your site for people to find. If the website is the weak link, that is the part Samson Web Design can help you sort out.