> who repairs obsolete variable speed drives in the UK
Seven independent repair firms, each through its own service page, plus one tender notice. No trade press, no directory, no case study.
ObservedEvery firm named is describing itself.
AI search visibility for engineering firms · UK
Get your engineering firm named when buyers ask ChatGPT who to shortlist.
We measure which firms AI assistants name when your buyers ask, then change the answer.
Who gets named today
Three buyer questions, sampled on 9 September 2026.
What the top results were made of. Across fifty UK firms, 47 of 49 were visible only through their own pages.
> who repairs obsolete variable speed drives in the UK
The top results are seven independent repair firms, each through its own service page, plus one public tender notice. No trade magazine, no directory and no published case study appears.
ObservedEvery firm named is describing itself. Nothing independent corroborates any of them, and a firm without a ranking page of its own is absent.
> containerised battery storage system supplier UK
The top results are an analyst note naming three global cell manufacturers, two distributors, a hire fleet, three container fabricators and an overseas manufacturer's own product page.
ObservedNo UK engineering integrator is named. The answer is made of manufacturers, distributors and box builders.
> LV switchgear refurbishment UK
The top results are five switchgear firms' own service pages, one refurbish-or-replace cost guide written by a testing contractor, and one blog.
ObservedThe only guide a buyer would actually read was written by a testing contractor, not by any of the refurbishment firms it ranks beside.
Firms described, not named. Search results sampled 9 Sep 2026; full method on how we measure.
What we do
The engineering marketing agency that measures who gets named, then changes the answer
Excellent work that buyers cannot find is indistinguishable from no work at all. One programme, four parts, in order.
01
Measure
Five real buyer questions, run monthly through ChatGPT, Perplexity and Google's AI answers. Screenshotted and dated.
02
Answer pages
Question-shaped pages built from your engineers' knowledge: failure modes, obsolete part numbers, commissioning constraints.
03
Entity and schema
Consistent name, address and capability data across the web, structured on every page, readable without JavaScript.
04
Third-party corroboration
Directory listings, trade press, supplier registers and case studies, hosted where buyers already look.
How it works
How to buy marketing for engineering companies
Four rungs. Stop after any of them and keep what you paid for. Every price is written here, not quoted on a call.
Free five-prompt snapshot
Tell us what you make, build or fix. Five real buyer questions, screenshots back. If you are already winning, we say so.
Free · three working days
The AI visibility audit
The full prompt battery, a competitor teardown, the technical findings and a 90-day roadmap. Yours to keep either way.
£1,500 fixed · ten working days · credited against month one
The programme
Answer pages, entity and schema work, and third-party corroboration, built in the order the audit set.
From £1,500 a month · quarterly exit
Evidence, every month
The same five questions re-run and screenshotted, next to the enquiries that arrived and where they came from.
Monthly · screenshots plus enquiries
- Weeks 1 to 2Snapshot, then audit. Baseline screenshots and the competitor teardown.
- Weeks 3 to 6Entity and schema fixes live. First answer pages drafted.
- Months 2 to 3Answer pages published. Listings and trade-press mentions in progress.
- Month 3 onwardMonthly re-run against the baseline. Quarterly review and exit point.
For
Industrial, power electronics, renewables and energy infrastructure firms, and precision manufacturers, with 10 to 200 staff.
Not for
E-commerce, consumer brands, social media management, branding-only projects, review management. The full list is on who we work with.
Straight answers
Before you ask
The five-prompt snapshot is free. The audit is a fixed fee, shown on the ladder above, credited in full against month one if you continue. The programme runs from £1,500 a month with a quarterly exit. Every figure on this site is the same figure.
It overlaps and it is not the same thing. SEO tells you where your pages rank. This measures how often an assistant names your firm when a buyer asks a buying question. The technical work underneath is shared; what gets measured and built is not.
They are the questions a buyer would type, in UK phrasing, about what you actually sell: who repairs a particular obsolete drive, who refurbishes a class of switchgear. We fix them and run the same five every month, by the rules on how we measure.
No, and anyone who does is guessing. AI assistants change their sources and their answers without notice. What we can guarantee is the method: a fixed set of buyer questions, run on fixed dates, screenshotted, and reported against a baseline you saw before you paid.
E-commerce, consumer brands, generic social media management, branding-only projects and review management. Permanently, not at capacity. The full list of who fits and who does not is on the who we work with page.
Start here
See who gets named instead of you.
Tell us what you make, build or fix. Three working days later you have the screenshots.
Kirish Sanjeevvijay, founder. A person, not a sequence.
hello@ksmedia.marketing · 07980 006028
Response within one business day.
Twenty minutes
Your next client is already asking. Find out what they are told.
Twenty minutes is enough to tell whether there is a number worth moving here, or whether to spend the money elsewhere.
Book the call