AI Search Visibility

Brand
the client
Engines checked
Google AI Overview (UK) · ChatGPT (US)
Competitors
Competitor C / Competitor A / Competitor B
Date
14 September 2026

Sample report — anonymised from a real GroundWork engagement, September 2026. Client, competitor and legacy hostnames are replaced; every number is as researched.

Coverage, stated plainly

Two engines were checked, not five. My search data provider's AI-mentions data covers Google AI Overview and ChatGPT only. Gemini and Perplexity have response-generation endpoints but no citation-tracking database, so they could not be measured and are not reported as zero - they are simply unmeasured.

ChatGPT data is available for the United States and English only, an API restriction rather than a choice. Google AI Overview was queried for the United Kingdom. The two engine figures are therefore not directly comparable to each other, and are reported separately throughout.

Four domains were measured across 1,472 total citations, plus AI search volume for ten keywords.

1. Where the client is cited

Google AI Overview - United Kingdom

Competitor C 805
Competitor A 382
Competitor B 300
The client 0

Citations in Google AI Overview responses

ChatGPT - United States

BrandCitationsAI search volumeStatus
Competitor A 39 271 Winning
Competitor B 2 5 Marginal
Competitor C 1 16 Marginal
The client 0 0 Absent

2. Which pages the engines actually pull from

Google AI Overview cites service pages and third-party listicles

Top cited pages in Competitor C's citation set
PageTypeCitationsAI search volume
competitor-c/ecommerce-web-development Own service page 117 24,440
competitor-c/mobile-app-development-agency Own service page 103 27,160
pixelfield.co.uk/app-development-agency-london/ Third-party listicle 54 15,410
dotitmedia.co.uk/ecommerce-website-development/ Third-party listicle 53 9,860
competitor-c/ Own homepage 47 8,770
businessofapps.com/app-developers/ Directory 42 11,460
evo.agency/insights/…/top-ecommerce-website-developers-uk Third-party listicle 41 10,220
fiverr.com/categories/…/e-commerce Marketplace 36 6,850
Note what is *not* in this list: blog posts. Competitor C's blog earns them classic organic rankings, but Google AI Overview cites their **service pages** - and, just as often, third-party "best agencies in the UK" round-ups that mention them.

ChatGPT cites definitional pages

Competitor A has exactly one page in ChatGPT's citation set:

PageCitationsCited alongside
competitor-a/cloud-services/colocation/what-is-colocation/ 3 hpe.com, stackoverflow.com, geeksforgeeks.org, linuxize.com, dgtlinfra.com
A "what is X" page, nested under a service hub, sitting in results next to Hewlett Packard Enterprise and Stack Overflow. Competitor A also has `competitor-a` appearing three times in ChatGPT's search-results set - a technical documentation subdomain earning citations in the company of Microsoft Learn and Oracle's docs.

3. What the cited pages have that the client's do not

RequirementCited competitorsThe client
A dedicated page per service Competitor C has separate pages for ecommerce development and mobile app development. Both cited independently. Seven service pages of 168-434 words, six with no H1 at all. Missing
"What is X" definitional content Competitor B (a listed UK IT services group) ranks position 6 for "what is managed cloud" with a 9,848-word explainer. Competitor A's only ChatGPT citation is `/what-is-colocation/`. No definitional pages exist on any host. Missing
Presence in third-party round-ups Competitor C appears in pixelfield, dotitmedia, evo.agency, businessofapps and Clutch. Those five sources account for 226 citations by themselves. Not present in any listicle found in this dataset. Missing
Technical documentation Competitor A runs a technical documentation subdomain (`competitor-a`), cited by ChatGPT alongside Microsoft Learn and Oracle docs. None. Not applicable yet
Findable content at all All three competitors hold 298-300 top-20 organic rankings. Two rankings in total, both on a legacy subdomain that redirects. Root cause

4. The finding that changes the plan

KeywordTraditional searches/moAI searches/moWhere it wins
what is managed cloud 480 156 AI channel
managed cloud services 480 57 Both
aws managed services 320 18 Neither strongly
devops consultancy 140 12 Neither strongly
cloud migration services 260 2 Traditional only
offshore development center 880 2 Traditional only
what is an offshore development center 110 2 Traditional only
web application development agency uk not available not available No data returned
website localisation services not available not available No data returned
iso 27001 development partner not available not available No data returned

"Offshore development center" is the single largest traditional opportunity in this whole exercise at 880 searches a month. In AI search it draws 2. Meanwhile "what is managed cloud" - a term the other reports ranked mid-table - draws 156, seventy-eight times more.

This does not overturn the offshore recommendation. Traditional search is still where the volume is by two orders of magnitude, and 880 real searches beat 156 AI ones. But it does mean the two channels want different pages, and the managed-cloud explainer recommended in Prompt 3 now has a second reason to exist.

The 3 things I'd do first

  1. Write "What is managed cloud?" at `client-site/services/cloud-services/what-is-managed-cloud`

    156 AI searches a month, 480 traditional, difficulty 4. It is the only keyword in this exercise that is a top-tier opportunity in both channels, and the format is exactly what ChatGPT cites - Competitor A's single ChatGPT citation is their /what-is-colocation/ page in the same nested structure.

    Nest it under the cloud service page rather than putting it on the blog. Both competitor examples that earn citations are nested under service hubs, not filed under /blog/.

  2. Get into the third-party round-ups

    Five external pages - pixelfield, dotitmedia, evo.agency, businessofapps and Clutch - account for 226 of Competitor C's citations. That is more than a quarter of their AI visibility, earned on other people's websites.

    This is outreach and directory listing work, not content work. It is also the fastest available route: a listicle inclusion can happen in weeks, where ranking a page takes months. Start with Clutch, which appears in both the AI citation data and the organic SERPs.

  3. Build the service pages properly, because nothing else works without them

    Competitor C's two most-cited pages are /ecommerce-web-development and /mobile-app-development-agency - dedicated pages for single services. The client's equivalents run 168-434 words with no H1.

    Third on this list but first in dependency order. AI engines cite pages that already rank; there is no shortcut that bypasses having something worth citing. Every other recommendation in this report assumes this one is underway.