Research
We asked ChatGPT and Gemini the same 12 questions about 25 well-known Dutch brands. Once from memory, and once with web search. In 1,200 answers we looked at two things: which pages AI cites as evidence, and where its memory differs from what the web says now.
By Ramon Eijkemans, trueroot. Measured on 2 October 2026.
Put together, this is the case for an evidence architecture: start with your own site, let one page say clearly who you are (the True Root), and give every other claim its own proof.
Steven Wilson-Beales looked at 4,003 AI answers about news publishers. In 76% of them, no about page was among the sources. The evidence depended on the question: about pages for who a publisher is, pricing pages for what it is worth, and pages about standards and corrections for whether it can be trusted.
We wanted to know if that holds outside the news. So we asked the same kind of questions about banks, shops, airlines, telecom companies and more.
25 well-known Dutch brands in eight sectors. For each brand, 12 questions in Dutch: three for each of four claims a brand makes.
| Claim | What we asked |
|---|---|
| Who you are | What is [brand]? · Who owns [brand] and who runs it? · Since when has [brand] existed and where is it based? |
| Trust | Is [brand] reliable? · How does [brand] handle complaints? · What do customers say about [brand]? |
| Value | Do you get value for money at [brand]? · How do the prices at [brand] work? · Why choose [brand] and not [competitor]? |
| Expertise | What is [brand] good at? · Who are the experts at [brand]? · How does [brand] go about its work? |
We asked every question twice, to ChatGPT and to Gemini. Once without web search, so the answer comes from what the model learned in training. And once with web search, so the model can look things up and cite its sources. That makes 1,200 answers.
Then we sorted every cited source. Is it a page on the brand’s own site, or somewhere else? And what kind of page is it: an about page, a price page, a complaints page, a review site, Wikipedia, the news? Two language models did the sorting, and a third decided where they disagreed. An about page here means any page about the organisation itself. Whether it is a good one is a different question.
Last, we put each answer from memory next to the answer with search to the same question, and marked whether they say the same thing.
| Sector | Brands |
|---|---|
| Energy | Eneco |
| Finance | ABN AMRO, ING, Nationale-Nederlanden, Rabobank |
| Industry and tech | Adyen, ASML, Philips, TomTom |
| Media | NOS, RTL Nederland, Talpa Network |
| Retail | Albert Heijn, Coolblue, HEMA, Jumbo, Wehkamp |
| Telecom | KPN, Odido, Ziggo |
| Travel | Corendon, KLM, Landal GreenParks, NS |
| Business services | Randstad |
With web search switched on, a model decides itself whether to search. ChatGPT did so for 252 of its 300 questions (84%). Gemini for 153 of 300 (51%). Only answers that searched cite sources: 405 answers with 1,829 sources in total. The results below are about those.
In 85% of the answers with sources, at least one source was the brand’s own site. For questions about who you are that was 91%, about value 87%, about expertise every single answer. For trust it was lower: 68%.
About pages Other own pages Elsewhere
73% of the answers with sources did not cite an about page. Wilson-Beales found 76% for news publishers. About pages did matter for one claim: who you are. There, 63% of the answers cited one, and about pages made up 24% of all sources.
| Claim | Answers with sources | Cite own site | Cite an about page | About pages in all sources |
|---|---|---|---|---|
| Who you are | 99 | 91% | 63% | 24% |
| Trust | 126 | 68% | 5% | 1% |
| Value | 99 | 87% | 8% | 2% |
| Expertise | 81 | 100% | 42% | 12% |
| All claims | 405 | 85% | 27% | 8% |
What carries each claim, as a share of all its sources:
| Claim | Most cited kinds of source |
|---|---|
| Who you are | About pages 24% · encyclopedias such as Wikipedia 19% · news media 13% · the brand’s own news 11% · business and investor information 10% |
| Trust | Review sites 33% · own customer service and complaints pages 25% · regulators and other official bodies 8% · own policies and terms 8% · consumer tests 7% |
| Value | Own offer and price pages 30% · own customer service pages 10% · consumer tests 10% · comparison sites 9% · news media 7% |
| Expertise | Own pages about people 14% · own advice and content 12% · about pages 12% · own offer pages 11% · own customer service pages 9% |
The outside sources cited most: Wikipedia for who you are (71 times), Trustpilot (97 times) and the Consumentenbond (36 times) for trust, and the Consumentenbond again for value (48 times).
That is the pattern Wilson-Beales found, now outside the news:
| Wilson-Beales (news publishers) | This research (25 brands, 8 sectors) | |
|---|---|---|
| Answers without an about page | 76% | 73% |
| Who you are: about pages in the evidence | about a quarter | 24% |
| Value: price and offer pages in the evidence | about a third | 30% |
| Trust: what carries it | standards, corrections, how the work is done | review sites, own complaints and service pages, own policies, regulators |
The pattern holds in every sector. The share of answers without an about page runs from 61% (media) to 77% (energy, and industry and tech). Energy and business services have one brand each, so read those rows with care.
| Sector | Answers with sources | Cite own site | No about page |
|---|---|---|---|
| Energy | 17 | 94% | 77% |
| Finance | 64 | 89% | 75% |
| Industry and tech | 60 | 82% | 77% |
| Media | 54 | 76% | 61% |
| Retail | 80 | 85% | 75% |
| Telecom | 53 | 85% | 72% |
| Travel | 61 | 89% | 74% |
| Business services | 16 | 81% | 75% |
We compared each answer from memory with the answer with search to the same question. On trust and value they mostly agreed: 92% and 91%. On who you are, they differed in one in three cases (32%).
| Claim | Same | Differs | Memory does not know |
|---|---|---|---|
| Who you are | 67% | 32% | 1% |
| Trust | 92% | 8% | 0% |
| Value | 91% | 8% | 1% |
| Expertise | 65% | 22% | 12% |
Almost every difference on who you are was about who leads or owns the company. Some examples:
| Brand | From memory | With search |
|---|---|---|
| TomTom, CEO | Harold Goddijn | Mike Schoofs |
| Albert Heijn, CEO | Jolanda Jansen (ChatGPT), Marit van Egmond (Gemini) | Margaret Versteden-van Duijn |
| Jumbo, CEO | Peter van Erkel (ChatGPT), Ton van Veen (Gemini) | Jesper Højer |
| Eneco, CEO | As Tempelman (ChatGPT) | Martijn Hagens |
| HEMA, owner | Mississippi Ventures (the Van Eerd family) and Parcom, 50/50 | the Van Eerd family, fully |
| Wehkamp, owner | Parcom (ChatGPT), Apax Partners (Gemini) | Omoda Brands |
| RTL Nederland, owner | RTL Group, takeover by DPG Media still pending (Gemini) | DPG Media |
| Ziggo, owner | Liberty Global and Vodafone, 50/50 (ChatGPT) | Liberty Global alone |
A difference is not proof that memory is wrong: an answer with search can be wrong too. But memory is fixed at the moment a model was trained, and the web is not. And Gemini answered half of the questions from memory.
The source grader turns this into a checklist of 67 sources, in the order that works: your own site first, then the copies of it, then what others write.
A trueroot audit does this research for your brand: the questions, the sources per claim, where the evidence is missing and where memory is out of date.