Insights

• Forty-seven of forty-nine UK engineering firms are visible only through their own pages

  Our own dataset. Fifty UK engineering firms checked against three buyer-shaped questions each on 10 September 2026: how many appeared, who was carrying them, which questions returned no UK specialist at all, and what the method cannot show.

  10 September 2026 · 9 min read

• What an AI visibility audit includes (and what it should cost in the UK)

  An AI visibility audit measures whether ChatGPT, AI Overviews and Perplexity mention your business, who they name instead, and why. The deliverables to expect, UK price ranges, and the questions to ask before you buy one.

  August 2026 · 7 min read

• Marketing for engineering firms: what actually generates enquiries (a UK guide)

  A UK guide to marketing a specialist engineering firm: the channels that produce enquiries, the ones that waste budget, and the shift the guides miss, which is that buyers now start in ChatGPT and AI answers.

  August 2026 · 8 min read

• How does a business get cited by ChatGPT? (2026)

  ChatGPT cites pages that answer questions directly, carry consistent entity and schema signals, and get referenced elsewhere. The mechanics, and how to measure it, in plain English.

  August 2026 · 6 min read

• AI search visibility for B2B engineering firms

  Specialist engineering firms are invisible in AI answers while OEM giants own them. The zero-competition long tail your buyers ask about, and the programme shape that wins it.

  August 2026 · 6 min read

• Why doesn’t my company show up in AI answers?

  Six real reasons firms are invisible in ChatGPT and AI search answers: no direct-answer content, no schema, thin entity footprint, no corroboration, JavaScript-only pages, blocked AI crawlers. Each with the fix.

  August 2026 · 6 min read

The method every article assumes is published on how we measure. The programme it serves is on AI search visibility.