{"id":787,"date":"2026-09-23T13:53:05","date_gmt":"2026-09-23T11:53:05","guid":{"rendered":"https:\/\/aeloapp.io\/?p=787"},"modified":"2026-10-05T08:13:39","modified_gmt":"2026-10-05T06:13:39","slug":"lime-manufacturer-third-measurement-visibility-ai","status":"publish","type":"post","link":"https:\/\/aeloapp.io\/en\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/","title":{"rendered":"An AI model recommends a brand for the first time. Case study: a lime manufacturer, September 2026"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-1024x576.png\" alt=\"A network of interconnected dots, which is grey and scattered on the left, whilst on the right it converges into a luminous node surrounded by green dots: an illustration of a brand that AI models are beginning to link to sources and recommend\" class=\"wp-image-788\" srcset=\"https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-1024x576.png 1024w, https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-300x169.png 300w, https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-768x432.png 768w, https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-1536x864.png 1536w, https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-18x10.png 18w, https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-yoast-seo-table-of-contents yoast-table-of-contents\"><ul><li><a href=\"#h-jakie-wyniki-dal-trzeci-pomiar\" data-level=\"2\">What were the results of the third measurement?<\/a><\/li><li><a href=\"#h-czym-rozni-sie-rekomendacja-marki-w-ai-od-rozpoznania\" data-level=\"2\">How does a brand recommendation generated by AI differ from recognition?<\/a><\/li><li><a href=\"#h-dlaczego-cytowania-strony-w-ai-wzrosly-z-6-do-94\" data-level=\"2\">Why have page citations in AI increased from 6% to 94%?<\/a><\/li><li><a href=\"#h-jak-marka-wypada-na-tle-konkurencji\" data-level=\"2\">How does the brand compare with the competition?<\/a><\/li><li><a href=\"#h-jak-zmienila-sie-widocznosc-w-perplexity-i-claude\" data-level=\"2\">How has visibility changed in Perplexity and Claude?<\/a><\/li><li><a href=\"#h-przy-jakich-zapytaniach-marka-jest-najmocniejsza\" data-level=\"2\">For which search queries is the brand strongest?<\/a><\/li><li><a href=\"#h-co-dalej-w-tym-wdrozeniu\" data-level=\"2\">What\u2019s next for this implementation?<\/a><\/li><li><a href=\"#h-czego-uczy-ten-case\" data-level=\"2\">What can we learn from this case study?<\/a><\/li><li><a href=\"#h-zastrzezenia-metodologiczne\" data-level=\"2\">Methodological caveats<\/a><\/li><li><a href=\"#h-sprawdz-czy-ai-poleca-twoja-marke\" data-level=\"2\">Check whether AI recommends your brand<\/a><\/li><li><a href=\"#h-faq\" data-level=\"2\">FAQ<\/a><\/li><\/ul><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">In the third test, on 10 September 2026, a family-run lime producer from the \u0141\u00f3d\u017a Voivodeship appeared in all 18 queries in the set, and the AI models cited its website as a source for 17 of them (94%). All four models tested recognise the brand, and one has recommended it for the first time \u2013 marking the first instance of a brand recommendation by AI. This occurred 11 weeks after the first measurement and following two scans in which the brand was recognised but not recommended by any of the models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is the second part of the case study. The first part,&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/blog\/lime-manufacturer-visibility-ai-case-study\/\">From zero to 63% visibility in AI in five weeks<\/a>, describes the measurements taken on 24 June and 27 July 2026, as well as the changes to the website that occurred in the intervening period. It concluded that all metrics were rising except for one: the recommendation. In September, that metric showed a change.<\/p>\n\n\n\n<h2 id=\"h-jakie-wyniki-dal-trzeci-pomiar\" class=\"wp-block-heading\">What were the results of the third measurement?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The third measurement showed an increase across all metrics that can be compared with June and July. The citation index saw the strongest growth: from 6% to 94% over 11 weeks.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Credits<\/th><th>24 June 2026<\/th><th>27 July 2026<\/th><th>10 September 2026<\/th><\/tr><\/thead><tbody><tr><td>Search queries mentioning the brand<\/td><td>0 out of 18<\/td><td>17 out of 18<\/td><td>18 out of 18<\/td><\/tr><tr><td>Citation index<\/td><td>6%<\/td><td>50%<\/td><td>94%<\/td><\/tr><tr><td>Brand mentions<\/td><td>0<\/td><td>10<\/td><td>19<\/td><\/tr><tr><td>Models who are familiar with the brand<\/td><td>3 out of 4<\/td><td>3 out of 4<\/td><td>4 out of 4<\/td><\/tr><tr><td>Models who endorse the brand<\/td><td>0<\/td><td>0<\/td><td>1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Source: three Aelo scans across four models: ChatGPT, Claude, Gemini and Perplexity. We are publishing this data with the client\u2019s consent, without naming the company.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">All three scans used the same&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/dictionary\/frozen-query-set\/\">frozen query set<\/a>: 18 questions about building lime, agricultural lime, local deliveries and a regional manufacturer. We asked the questions without mentioning any brand names, that is to say, in&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/dictionary\/neutral-scan\/\">a neutral scan<\/a>. Each subsequent measurement of brand visibility in AI is comparable to the previous one only under these two conditions. The method of calculation is described in&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/methodology\/\">methodology<\/a>, and the range of a single measurement is the password&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/dictionary\/full-scan\/\">full scan<\/a>.<\/p>\n\n\n\n<h2 id=\"h-czym-rozni-sie-rekomendacja-marki-w-ai-od-rozpoznania\" class=\"wp-block-heading\">How does a brand recommendation generated by AI differ from recognition?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Recognition means that the model is aware of a company\u2019s existence and can describe it when someone asks for it by name. A recommendation means that the model itself suggests the company as a good choice when a customer asks about a category, e.g. \u201ewhich manufacturer of fertiliser lime in the \u0141\u00f3d\u017a region\u201d. These are two separate thresholds, and a brand can remain at the first one for a very long time.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The lime manufacturer featured in two surveys: in June and July, three models were familiar with it, but none recommended it. In September, all four were familiar with it, and one moved up to the second tier.<\/p>\n\n\n\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Playfair+Display:wght@400&amp;family=Nunito+Sans:wght@400;600;700&amp;display=swap\" rel=\"stylesheet\"><style>.azkp{container-type:inline-size;margin:32px 0;font-family:'Nunito Sans',system-ui,sans-serif;line-height:normal}.azkp *{box-sizing:border-box}.azkp div,.azkp span{margin:0;padding:0;text-transform:none}.azkp .azkp-card{background:radial-gradient(circle at 0% 0%,#262A31 0%,#101216 75%);border-radius:16px;padding:clamp(12px,2.4cqi,28px)}.azkp .azkp-in{border:1px solid #2E323A;border-radius:clamp(14px,2cqi,24px);padding:clamp(24px,4.4cqi,52px) clamp(18px,4.7cqi,56px) clamp(20px,3.5cqi,42px);display:flex;flex-direction:column}.azkp .azkp-k{font-size:clamp(11px,1.2cqi,14px);font-weight:700;letter-spacing:.14em;color:#3BBFA0}.azkp .azkp-h{margin-top:clamp(12px,1.6cqi,20px)!important;font-family:'Playfair Display',Georgia,serif;font-weight:400;font-size:clamp(28px,4.4cqi,54px);line-height:1.12;letter-spacing:-.01em;color:#F5F6F8}.azkp .azkp-s{margin-top:clamp(10px,1.6cqi,20px)!important;font-size:clamp(15px,1.6cqi,19px);line-height:1.5;color:#F5F6F8}.azkp .azkp-foot{margin-top:clamp(24px,2.6cqi,32px);display:flex;align-items:baseline;flex-wrap:wrap;gap:8px 24px}.azkp .azkp-fn{font-size:clamp(13px,1.25cqi,15px);line-height:1.5;color:#C6C8CF}.azkp .azkp-foot span{margin-left:auto;font-size:clamp(13px,1.25cqi,15px);color:#F5F6F8;white-space:nowrap}@container (max-width:600px){.azkp .azkp-foot span{margin-left:0}}.azkp .azkp-g{margin-top:clamp(28px,4cqi,48px);display:grid;grid-template-columns:150px repeat(3,minmax(0,1fr));gap:16px;align-items:center}.azkp .azkp-d{font-size:clamp(14px,1.3cqi,16px);color:#F5F6F8;padding-left:4px}.azkp .azkp-l{font-size:14px;font-weight:700;letter-spacing:.12em;color:#C6C8CF}.azkp .azkp-c{border:1px solid #2E323A;border-radius:16px;padding:30px 20px;display:flex;align-items:center;gap:16px;min-width:0}.azkp .azkp-c.hi{border-color:#3BBFA0;background:rgba(59,191,160,.07);box-shadow:0 0 40px rgba(59,191,160,.18)}.azkp .azkp-dots{display:flex;gap:8px;flex:none}.azkp .azkp-dots span{display:block;width:18px;height:18px;border-radius:100px;border:1.5px solid #3A3E45}.azkp .azkp-dots span.on{background:#3BBFA0;border-color:#3BBFA0}.azkp .azkp-dots span.st{background:linear-gradient(135deg,#8E5AF2,#3BBFA0);border:0;box-shadow:0 0 14px rgba(59,191,160,.8),0 0 28px rgba(142,90,242,.5)}.azkp .azkp-n{font-size:17px;line-height:1.3;color:#F5F6F8}.azkp .azkp-ml{display:none}@container (max-width:1000px){.azkp .azkp-g{grid-template-columns:110px repeat(3,minmax(0,1fr));gap:12px}.azkp .azkp-l{font-size:12px}.azkp .azkp-c{padding:20px 14px;gap:12px}.azkp .azkp-dots{gap:6px}.azkp .azkp-dots span{width:12px;height:12px}.azkp .azkp-n{font-size:15px}}@container (max-width:600px){.azkp .azkp-g{grid-template-columns:1fr;gap:10px}.azkp .azkp-e,.azkp .azkp-l{display:none}.azkp .azkp-d,.azkp .azkp-c{order:var(--o)}.azkp .azkp-d{margin-top:10px;padding-left:0;font-weight:700}.azkp .azkp-c{padding:16px}.azkp .azkp-ml{display:block;flex:1;font-size:12px;font-weight:700;letter-spacing:.12em;color:#C6C8CF}.azkp .azkp-dots span{width:14px;height:14px}}<\/style><figure class=\"azkp\" aria-label=\"Brand awareness and recommendation across four AI models: in June and July, 3 out of 4 models were aware of the brand, with 0 recommending it; in September 2026, all 4 models were aware of it, and 1 model recommended it\"><div class=\"azkp-card\"><div class=\"azkp-in\"><div class=\"azkp-k\">DIAGNOSIS VERSUS RECOMMENDATION<\/div><div class=\"azkp-h\">The first model he recommends<\/div><div class=\"azkp-s\">Four models in three sizes. Knowing a brand is not the same as recommending it.<\/div><div class=\"azkp-g\"><span class=\"azkp-e\"><\/span><span class=\"azkp-d\" style=\"--o:1\">24 June<\/span><span class=\"azkp-d\" style=\"--o:4\">27 July<\/span><span class=\"azkp-d\" style=\"--o:7\">10 September<\/span><span class=\"azkp-l\">THEY ARE FAMILIAR WITH THE BRAND<\/span><div class=\"azkp-c\" style=\"--o:2\"><span class=\"azkp-ml\">THEY ARE FAMILIAR WITH THE BRAND<\/span><div class=\"azkp-dots\"><span class=\"on\"><\/span><span class=\"on\"><\/span><span class=\"on\"><\/span><span><\/span><\/div><span class=\"azkp-n\">3 out of 4<\/span><\/div><div class=\"azkp-c\" style=\"--o:5\"><span class=\"azkp-ml\">THEY ARE FAMILIAR WITH THE BRAND<\/span><div class=\"azkp-dots\"><span class=\"on\"><\/span><span class=\"on\"><\/span><span class=\"on\"><\/span><span><\/span><\/div><span class=\"azkp-n\">3 out of 4<\/span><\/div><div class=\"azkp-c\" style=\"--o:8\"><span class=\"azkp-ml\">THEY ARE FAMILIAR WITH THE BRAND<\/span><div class=\"azkp-dots\"><span class=\"on\"><\/span><span class=\"on\"><\/span><span class=\"on\"><\/span><span class=\"on\"><\/span><\/div><span class=\"azkp-n\">4 out of 4<\/span><\/div><span class=\"azkp-l\">THEY RECOMMEND THE BRAND<\/span><div class=\"azkp-c\" style=\"--o:3\"><span class=\"azkp-ml\">THEY RECOMMEND THE BRAND<\/span><div class=\"azkp-dots\"><span><\/span><span><\/span><span><\/span><span><\/span><\/div><span class=\"azkp-n\">0 out of 4<\/span><\/div><div class=\"azkp-c\" style=\"--o:6\"><span class=\"azkp-ml\">THEY RECOMMEND THE BRAND<\/span><div class=\"azkp-dots\"><span><\/span><span><\/span><span><\/span><span><\/span><\/div><span class=\"azkp-n\">0 out of 4<\/span><\/div><div class=\"azkp-c hi\" style=\"--o:9\"><span class=\"azkp-ml\">THEY RECOMMEND THE BRAND<\/span><div class=\"azkp-dots\"><span class=\"st\"><\/span><span><\/span><span><\/span><span><\/span><\/div><span class=\"azkp-n\">1 of 4,<br>for the first time<\/span><\/div><\/div><div class=\"azkp-foot\"><div class=\"azkp-fn\">\u2018Knows\u2019 means: he\u2019ll explain it when you ask. \u2018Recommends\u2019 means: he\u2019ll point it out himself.<\/div><span>aeloapp.io<\/span><\/div><\/div><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">We describe this situation in more detail in the text&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/knows-it-but-doesnt-recommend-it\/\">He knows it, but doesn\u2019t recommend it<\/a>, and a situation where the model does not recognise the company at all, on the website&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/chatgpt-doesnt-know-my-company\/\">ChatGPT doesn\u2019t know my company<\/a>. In this article, we break down the mechanism by which models select brands to respond to&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/blog\/how-ai-chatbots-select-brands-to-respond-to\/\">How AI chatbots choose the brands they recommend<\/a>.<\/p>\n\n\n\n<h2 id=\"h-dlaczego-cytowania-strony-w-ai-wzrosly-z-6-do-94\" class=\"wp-block-heading\">Why have page citations in AI increased from 6% to 94%?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Models began to treat the manufacturer\u2019s website as a source of information on lime, rather than simply as one of many sites in the search results. In June and July, for these search queries, they mainly cited the domains of major manufacturers and general-interest websites. In September, the brand\u2019s website tops the list of sources: models cite it for 17 out of 18 search terms. The next domain, a classifieds website, appears for 11 search terms.<\/p>\n\n\n\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Playfair+Display:wght@400&#038;family=Nunito+Sans:wght@400;600;700&#038;display=swap\" rel=\"stylesheet\"><style>.acyt{container-type:inline-size;margin:32px 0;font-family:'Nunito Sans',system-ui,sans-serif;line-height:normal}.acyt *{box-sizing:border-box}.acyt div,.acyt span{margin:0;padding:0;text-transform:none}.acyt .acyt-card{background:radial-gradient(circle at 0% 0%,#262A31 0%,#101216 75%);border-radius:16px;padding:clamp(12px,2.4cqi,28px)}.acyt .acyt-in{border:1px solid #2E323A;border-radius:clamp(14px,2cqi,24px);padding:clamp(24px,4.4cqi,52px) clamp(18px,4.7cqi,56px) clamp(20px,3.5cqi,42px);display:flex;flex-direction:column}.acyt .acyt-k{font-size:clamp(11px,1.2cqi,14px);font-weight:700;letter-spacing:.14em;color:#3BBFA0}.acyt .acyt-h{margin-top:clamp(12px,1.6cqi,20px)!important;font-family:'Playfair Display',Georgia,serif;font-weight:400;font-size:clamp(28px,4.4cqi,54px);line-height:1.12;letter-spacing:-.01em;color:#F5F6F8}.acyt .acyt-s{margin-top:clamp(10px,1.6cqi,20px)!important;font-size:clamp(15px,1.6cqi,19px);line-height:1.5;color:#F5F6F8}.acyt .acyt-foot{margin-top:clamp(24px,2.6cqi,32px);display:flex;align-items:baseline;flex-wrap:wrap;gap:8px 24px}.acyt .acyt-fn{font-size:clamp(13px,1.25cqi,15px);line-height:1.5;color:#C6C8CF}.acyt .acyt-foot span{margin-left:auto;font-size:clamp(13px,1.25cqi,15px);color:#F5F6F8;white-space:nowrap}@container (max-width:600px){.acyt .acyt-foot span{margin-left:0}}.acyt .acyt-main{display:flex;gap:clamp(28px,6cqi,72px);align-items:flex-end}.acyt .acyt-txt{flex:1 1 0;min-width:0;align-self:flex-start}.acyt .acyt-s{max-width:420px}.acyt .acyt-bars{flex:none;display:flex;gap:clamp(20px,4.3cqi,52px);align-items:flex-end}.acyt .acyt-b{display:flex;flex-direction:column;align-items:center;gap:12px}.acyt .acyt-col{position:relative;width:clamp(72px,8.7cqi,104px);height:clamp(200px,25cqi,300px);margin-top:56px;background:#20232A;border:1px solid #2E323A;border-radius:16px}.acyt .acyt-fill{position:absolute;left:5px;right:5px;bottom:5px;min-height:14px;border-radius:11px;background:rgba(59,191,160,.22);border-top:2px solid #3BBFA0}.acyt .acyt-fill.hi{background:linear-gradient(0deg,#8E5AF2,#3BBFA0);border:0;box-shadow:0 0 36px rgba(59,191,160,.45),0 0 90px rgba(142,90,242,.3)}.acyt .acyt-v{position:absolute;left:0;right:0;text-align:center;font-family:'Playfair Display',Georgia,serif;font-size:clamp(26px,3.3cqi,40px);line-height:1;color:#F5F6F8}.acyt .acyt-d{font-size:clamp(13px,1.3cqi,16px);color:#F5F6F8;white-space:nowrap}@container (max-width:720px){.acyt .acyt-main{flex-direction:column;align-items:stretch}.acyt .acyt-bars{justify-content:space-around;margin-top:8px}.acyt .acyt-col{height:220px}}<\/style><figure class=\"acyt\" aria-label=\"Citation index for the lime manufacturer\u2019s website in AI: 6% on 24 June, 50% on 27 July and 94% on 10 September 2026, using the same set of queries without a brand name\"><div class=\"acyt-card\"><div class=\"acyt-in\"><div class=\"acyt-main\"><div class=\"acyt-txt\"><div class=\"acyt-k\">CITATION INDEX<\/div><div class=\"acyt-h\">From 6% to 94%<br>in three measurements<\/div><div class=\"acyt-s\">The same manufacturer, the same set of queries, three scans over time.<\/div><\/div><div class=\"acyt-bars\"><div class=\"acyt-b\"><div class=\"acyt-col\"><div class=\"acyt-fill\" style=\"height:6%\"><\/div><span class=\"acyt-v\" style=\"bottom:calc(6% + 22px)\">6%<\/span><\/div><span class=\"acyt-d\">24 June<\/span><\/div><div class=\"acyt-b\"><div class=\"acyt-col\"><div class=\"acyt-fill\" style=\"height:50%\"><\/div><span class=\"acyt-v\" style=\"bottom:calc(50% + 18px)\">50%<\/span><\/div><span class=\"acyt-d\">27 July<\/span><\/div><div class=\"acyt-b\"><div class=\"acyt-col\"><div class=\"acyt-fill hi\" style=\"height:calc(94% - 10px)\"><\/div><span class=\"acyt-v\" style=\"bottom:calc(100% + 14px)\">94%<\/span><\/div><span class=\"acyt-d\">10 September<\/span><\/div><\/div><\/div><div class=\"acyt-foot\"><div class=\"acyt-fn\">Search queries without a brand name, so the result is not suggested.<\/div><span>aeloapp.io<\/span><\/div><\/div><\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The report dated 10 September assesses the website as ready for citation. The brand has an extensive set of pages on building and fertiliser lime, a page on standards, a page about the company and a blog. Following the initial audit, not a single new subpage was created: the changes concerned whether the existing content was suitable for citation. The nature of these changes is described&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/blog\/lime-manufacturer-visibility-ai-case-study\/\">the first part of the case study<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The difference between&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/dictionary\/reference\/\">a mention<\/a>&nbsp;a&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/dictionary\/citation\/\">quoting<\/a>&nbsp;is key here. A mention is the brand name appearing within the text of a reply. A citation is a reference to the brand\u2019s website as a source. In this case, citations grew faster than any other metric, and the website provided content that influencers could reference: specifications, standards, price and delivery range. We refer to the absence of such specific details as&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/dictionary\/content-gap\/\">content gap<\/a>.<\/p>\n\n\n\n<h2 id=\"h-jak-marka-wypada-na-tle-konkurencji\" class=\"wp-block-heading\">How does the brand compare with the competition?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In the September scan, the brand has 19 mentions. That is more than any other manufacturer of a comparable size: the nearest competitors have 15, 11 and 10 mentions. Only two international groups appear more frequently than it does, and their models are regarded as the benchmark for the entire lime category.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In July, the brand had 10 mentions and was trailing behind several domestic manufacturers. Six weeks on, it is outperforming all other players of its size. We explain in the article why models are more likely to mention companies that feature in multiple sources&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/why-does-ai-recommend-the-competition\/\">Why does AI recommend the competition?<\/a>.<\/p>\n\n\n\n<h2 id=\"h-jak-zmienila-sie-widocznosc-w-perplexity-i-claude\" class=\"wp-block-heading\">How has visibility changed in Perplexity and Claude?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Perplexity mentions the brand in all queries, whilst Claude has been doing so since July; the brand\u2019s average position on his lists has improved from 2.3 to 1.8. In practice, Claude usually lists the manufacturer as the first or second company.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Model<\/th><th>24 June<\/th><th>27 July<\/th><th>10 September<\/th><\/tr><\/thead><tbody><tr><td>Claude<\/td><td>0%<\/td><td>100%, items 2 and 3<\/td><td>100%, item 1.8<\/td><\/tr><tr><td>Perplexity<\/td><td>72%<\/td><td>67%, item 16.5<\/td><td>100%, item 11.2<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Perplexity was the weakest link in July: the brand appeared in two-thirds of the responses and usually at the bottom of a long list. In September, it features in every response, and its average position has moved up by more than five places. This is important because Perplexity searches the web for every response and displays the sources, so it reacts quickly to changes in what can be found about the brand.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The results of the models vary from one measurement to the next. The text explains the reason for this variability&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/blog\/why-does-ai-give-a-different-answer-every-time\/\">Why does AI give a different answer every time?<\/a>.<\/p>\n\n\n\n<h2 id=\"h-przy-jakich-zapytaniach-marka-jest-najmocniejsza\" class=\"wp-block-heading\">For which search queries is the brand strongest?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The brand performs best for search queries relating to building lime and lime mortar, particularly those associated with the \u0141\u00f3d\u017a Voivodeship and the region where the plant is based. These are the search terms for which the website provides the most specific details: compliance with the PN-EN 459-1 standard, product specifications and the plant\u2019s location.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Search terms relating to agricultural lime are performing less well, even though the brand has separate local pages for them. That is why this area is next on the implementation plan.<\/p>\n\n\n\n<h2 id=\"h-co-dalej-w-tym-wdrozeniu\" class=\"wp-block-heading\">What\u2019s next for this implementation?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The next stage mainly involves activities outside your own website, as these pave the way for recommendations in the other three models:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>requests for feedback from regular agricultural customers in industry groups,<\/li>\n\n\n\n<li>an entry in an independent directory of suppliers,<\/li>\n\n\n\n<li>content on agricultural lime for agricultural websites, which are already cited in these search queries,<\/li>\n\n\n\n<li>a section on soil liming and deacidification on the existing page about agricultural lime, without creating any new subpages.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For the same search queries, the models draw on external websites: a job board, a classifieds site and agricultural websites. This is a list of places where the brand\u2019s presence can lead to further recommendations. Tasks from the report are posted on the board in the module&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/tasks\/\">Tasks<\/a>.<\/p>\n\n\n\n<h2 id=\"h-czego-uczy-ten-case\" class=\"wp-block-heading\">What can we learn from this case study?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The effects of GEO are first evident in citations, then in recommendations.<\/strong>&nbsp;The citation score rose from 6% to 94% before the first recommendation appeared. The page, which the models can easily cite, works for every subsequent query. We explain what GEO is and how it differs from SEO on the page&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/seo-geo-and-aeo-the-differences\/\">SEO, GEO and AEO: the differences<\/a>&nbsp;and in the text&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/blog\/visibility-in-ai-and-seo\/\">Visibility in AI and SEO<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A recommendation follows a diagnosis; it does not replace it.<\/strong>&nbsp;In two surveys, the brand was recognised but not recommended. The first recommendation only appeared once all four models were familiar with it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A trend only becomes apparent when a series of measurements is taken.<\/strong>&nbsp;Three screenshots showing the same 18 queries reveal a trend that isn\u2019t apparent from a single screenshot. We explain on our website why we carry out measurements once a month&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/how-often-should-visibility-be-measured\/\">How often should visibility be measured?<\/a>, and why the effects take time to appear, on the website&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/why-do-changes-take-time\/\">Why do changes take time?<\/a>.<\/p>\n\n\n\n<h2 id=\"h-zastrzezenia-metodologiczne\" class=\"wp-block-heading\">Methodological caveats<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Between June and September, the models themselves also changed, so part of the growth cannot be attributed solely to work on the brand. We are describing a single case within a narrow category, not a promise of results. We carried out all three measurements using the same set of queries, without the brand name in the queries, across the same four models. We publish more of our measurements in the section&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/research\/\">Research<\/a>, and we\u2019ve summarised the basics of the topic in the guide&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/knowledge\/widocznosc-marki-w-ai\/\">Brand visibility in AI: how it works and how to measure it<\/a>.<\/p>\n\n\n\n<h2 id=\"h-sprawdz-czy-ai-poleca-twoja-marke\" class=\"wp-block-heading\">Check whether AI recommends your brand<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You can carry out the manual test yourself by following the instructions&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/blog\/how-to-check-whether-ai-recommends-your-brand\/\">How to check whether AI recommends your brand<\/a>. The module carries out regular measurements across four models using a fixed set of queries&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/visibility-in-ai\/\">Visibility in AI<\/a>. The Free account gives you 250 AeloCoins to get you started, plus a full brand report: mentions, citations, sources, brand recognition and barriers to be removed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Agencies carrying out this type of measurement for clients will find further details on the following pages&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/for-whom\/for-agencies\/\">Aelo for agencies<\/a>&nbsp;i&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/for-whom\/for-seo-agencies\/\">Aelo for SEO agencies<\/a>, and local businesses on the website&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/for-whom\/for-small-businesses\/\">Aelo for small businesses<\/a>. The query limits for the plans are in&nbsp;<a href=\"https:\/\/aeloapp.io\/en\/price-list\/\">price list<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/panel.aeloapp.io\/register\/\">Sign up for a Free account<\/a><\/p>\n\n\n\n<h2 id=\"h-faq\" class=\"wp-block-heading\">FAQ<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1790159340377\"><strong class=\"schema-faq-question\">What is a brand recommendation in AI?<\/strong> <p class=\"schema-faq-answer\">A brand recommendation in AI refers to a situation in which a language model \u2013 such as ChatGPT, Claude, Gemini or Perplexity \u2013 spontaneously identifies a company as a good choice in response to a question about a category, without the company\u2019s name being mentioned in the question. This is a higher threshold than a \u2018mention\u2019, where the model merely lists the brand, and higher than \u2018recognition\u2019, where it is able to describe the brand when asked about it directly. In the case of the lime manufacturer, the first recommendation appeared in the third measurement, on 10 September 2026.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159556740\"><strong class=\"schema-faq-question\">How long did it take from the first measurement to the first recommendation?<\/strong> <p class=\"schema-faq-answer\">Approximately 11 weeks: from the scan on 24 June to the scan on 10 September 2026. During this period, the brand went from zero mentions to appearing in all 18 search queries, and its citation score rose from 6% to 94%. The recommendation appeared last among the metrics, only after all four models were familiar with the brand.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159564145\"><strong class=\"schema-faq-question\">Do all AI models now recommend this brand?<\/strong> <p class=\"schema-faq-answer\">No. In September 2026, all four models surveyed are familiar with the brand, and one recommends it. The other three mention it in their responses, but do not identify it as their recommended choice. Moving on to making a recommendation in subsequent models usually requires independent signals from outside one\u2019s own website, as we describe in the text <a href=\"https:\/\/aeloapp.io\/en\/knowledge\/knows-it-but-doesnt-recommend-it\/\">He knows it, but doesn\u2019t recommend it<\/a>.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159571283\"><strong class=\"schema-faq-question\">Why has the citation index grown faster than other metrics?<\/strong> <p class=\"schema-faq-answer\">This is because citations depend mainly on whether the website contains facts that the model can reference: product specifications, compliance with standards, price and delivery range. These elements are controlled by the company itself, on its own website. Recommendations, on the other hand, also depend on what others are saying about the brand, so they grow more slowly. In September, the manufacturer\u2019s website was the most frequently cited source for queries relating to the brand: in 17 out of 18 search phrases.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159578637\"><strong class=\"schema-faq-question\">Can the results of the three measurements be compared with one another?<\/strong> <p class=\"schema-faq-answer\">Yes. All three scans used the same set of 18 queries, entered without brand names, across the same four models. Changing the set between measurements would have made the results incomparable, which is why the set was fixed from the first scan onwards. The caveat concerns the models themselves: they varied between measurements, so some of the increase may be due to these changes.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159586171\"><strong class=\"schema-faq-question\">Can every company expect similar results from GEO?<\/strong> <p class=\"schema-faq-answer\">There is no guarantee that this pace will be maintained. The lime manufacturer operated in a niche sector; it already had a comprehensive website with several dozen local subpages and a recognisable product name. In a highly competitive sector, or where the website is less robust, results take longer to materialise. We describe the factors that influence the pace of growth on the page <a href=\"https:\/\/aeloapp.io\/en\/knowledge\/why-do-changes-take-time\/\">Why do changes take time?<\/a>.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159594160\"><strong class=\"schema-faq-question\">What can you do to get AI to start recommending your brand?<\/strong> <p class=\"schema-faq-answer\">First, make your own website easy to reference: specific details about products, prices, coverage and standards, structured data, and content accessible to search engine bots. Then build your presence outside your own domain: customer reviews, listings in independent directories, and features on industry websites that search engines use when processing queries in your category. A list of such websites can be found in the sources cited by search engines, and we describe the process in the text <a href=\"https:\/\/aeloapp.io\/en\/knowledge\/why-does-ai-recommend-the-competition\/\">Why does AI recommend the competition?<\/a>.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1790159605505\"><strong class=\"schema-faq-question\">How can I check for myself whether AI recommends my brand?<\/strong> <p class=\"schema-faq-answer\">Ask a few AI chatbots the questions that customers ask before making a purchase, without mentioning the company name, and repeat each question several times. Make a note of whether the brand appears, where it appears, alongside which competitors, and which sources the model uses. You\u2019ll find full instructions, including a measurement sheet, in the text <a href=\"https:\/\/aeloapp.io\/en\/blog\/how-to-check-whether-ai-recommends-your-brand\/\">How to check whether AI recommends your brand<\/a>, and a shorter version on the website <a href=\"https:\/\/aeloapp.io\/en\/knowledge\/how-to-check-whether-ai-recognises-the-brand\/\">How to check whether AI mentions the brand<\/a>.<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>The lime manufacturer\u2019s third measurement, taken on 10 September 2026, revealed the brand\u2019s first recommendation in AI: one of the four models began recommending the company, although none had done so in June or July. The website\u2019s citation index rose from 6% to 94% over 11 weeks, and the brand has more mentions than any other manufacturer of its size.<\/p>","protected":false},"author":3,"featured_media":788,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_breakdance_hide_in_design_set":false,"_breakdance_tags":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-787","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-study"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Pierwsza rekomendacja AI: trzeci pomiar producenta wapna | Aelo<\/title>\n<meta name=\"description\" content=\"Trzeci pomiar producenta wapna: marka w 18 z 18 zapyta\u0144, w\u0142asna domena cytowana w 94% fraz, cztery modele znaj\u0105 mark\u0119, a jeden po raz pierwszy j\u0105 poleca.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aeloapp.io\/en\/blog\/lime-manufacturer-third-measurement-visibility-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pierwsza rekomendacja AI: trzeci pomiar producenta wapna | Aelo\" \/>\n<meta property=\"og:description\" content=\"Trzeci pomiar producenta wapna: marka w 18 z 18 zapyta\u0144, w\u0142asna domena cytowana w 94% fraz, cztery modele znaj\u0105 mark\u0119, a jeden po raz pierwszy j\u0105 poleca.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aeloapp.io\/en\/blog\/lime-manufacturer-third-measurement-visibility-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Aelo\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-23T11:53:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-05T06:13:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aeloapp.io\/wp-content\/uploads\/2026\/09\/aelo-hero-graf-2400x1350-1-1024x576.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"576\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Karolina Wcis\u0142o\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Pierwsza rekomendacja AI: trzeci pomiar producenta wapna | Aelo\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Karolina Wcis\u0142o\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"13 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/\"},\"author\":{\"name\":\"Karolina Wcis\u0142o\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/#\\\/schema\\\/person\\\/karolina-wcislo\"},\"headline\":\"Model AI po raz pierwszy poleca mark\u0119. 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Case producenta wapna, wrzesie\u0144 2026\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/aeloapp.io\\\/en\\\/\",\"name\":\"Aelo\",\"description\":\"Widoczno\u015b\u0107 marki w AI: pomiar, diagnoza, plan, dzia\u0142anie\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/aeloapp.io\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/#\\\/schema\\\/person\\\/karolina-wcislo\",\"name\":\"Karolina Wcis\u0142o\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/fbd563c1cfa780b5107db740ad5c28a8ba50b337af5e8ce1978ba90ffcde233c?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/fbd563c1cfa780b5107db740ad5c28a8ba50b337af5e8ce1978ba90ffcde233c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/fbd563c1cfa780b5107db740ad5c28a8ba50b337af5e8ce1978ba90ffcde233c?s=96&d=mm&r=g\",\"caption\":\"Karolina Wcis\u0142o\"},\"sameAs\":[\"https:\\\/\\\/aeloapp.io\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/karolina-wcislo-graphics\\\/\"],\"jobTitle\":\"CEO \\\/ CDO\",\"worksFor\":{\"@id\":\"https:\\\/\\\/aeloapp.io\\\/en\\\/#organization\"}},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159340377\",\"position\":1,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159340377\",\"name\":\"Co to jest rekomendacja marki w AI?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Rekomendacja marki w AI to sytuacja, w kt\u00f3rej model j\u0119zykowy, np. ChatGPT, Claude, Gemini albo Perplexity, sam wskazuje firm\u0119 jako dobry wyb\u00f3r w odpowiedzi na pytanie o kategori\u0119, bez podawania jej nazwy w pytaniu. To wy\u017cszy pr\u00f3g ni\u017c wzmianka, przy kt\u00f3rej model tylko wymienia mark\u0119 na li\u015bcie, i wy\u017cszy ni\u017c rozpoznanie, przy kt\u00f3rym potrafi j\u0105 opisa\u0107, gdy kto\u015b zapyta o ni\u0105 wprost. W case'ie producenta wapna pierwsza rekomendacja pojawi\u0142a si\u0119 w trzecim pomiarze, 10 wrze\u015bnia 2026.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159556740\",\"position\":2,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159556740\",\"name\":\"Ile czasu min\u0119\u0142o od pierwszego pomiaru do pierwszej rekomendacji?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Oko\u0142o 11 tygodni: od skanu z 24 czerwca do skanu z 10 wrze\u015bnia 2026. W tym czasie marka przesz\u0142a od zera wzmianek do obecno\u015bci we wszystkich 18 zapytaniach, a wska\u017anik cytowa\u0144 ur\u00f3s\u0142 z 6% do 94%. Rekomendacja pojawi\u0142a si\u0119 jako ostatnia z metryk, dopiero gdy mark\u0119 zna\u0142y wszystkie cztery modele.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159564145\",\"position\":3,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159564145\",\"name\":\"Czy wszystkie modele AI polecaj\u0105 teraz t\u0119 mark\u0119?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Nie. We wrze\u015bniu 2026 mark\u0119 znaj\u0105 wszystkie cztery sprawdzane modele, a poleca j\u0105 jeden. Pozosta\u0142e trzy wymieniaj\u0105 j\u0105 w odpowiedziach, ale nie wskazuj\u0105 jako rekomendowanego wyboru. Przej\u015bcie do rekomendacji w kolejnych modelach wymaga zwykle niezale\u017cnych sygna\u0142\u00f3w spoza w\u0142asnej strony, co opisujemy w tek\u015bcie <a href=\\\"https:\\\/\\\/aeloapp.io\\\/wiedza\\\/zna-ale-nie-poleca\\\/\\\">Zna, ale nie poleca<\\\/a>.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159571283\",\"position\":4,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159571283\",\"name\":\"Dlaczego wska\u017anik cytowa\u0144 ur\u00f3s\u0142 szybciej ni\u017c inne metryki?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Bo cytowanie zale\u017cy g\u0142\u00f3wnie od tego, czy strona zawiera fakty, kt\u00f3re model mo\u017ce przytoczy\u0107: parametry produktu, zgodno\u015b\u0107 z norm\u0105, cen\u0119, zasi\u0119g dostaw. Te elementy firma kontroluje sama, na w\u0142asnej stronie. Rekomendacja zale\u017cy dodatkowo od tego, co o marce pisz\u0105 inni, wi\u0119c ro\u015bnie wolniej. We wrze\u015bniu strona producenta by\u0142a najcz\u0119\u015bciej cytowanym \u017ar\u00f3d\u0142em przy jego zapytaniach: przy 17 z 18 fraz.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159578637\",\"position\":5,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159578637\",\"name\":\"Czy wyniki trzech pomiar\u00f3w mo\u017cna ze sob\u0105 por\u00f3wna\u0107?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Tak. Wszystkie trzy skany korzysta\u0142y z tego samego zestawu 18 zapyta\u0144, zadawanych bez nazwy marki w tych samych czterech modelach. Zmiana zestawu mi\u0119dzy pomiarami sprawi\u0142aby, \u017ce wyniki przestaj\u0105 by\u0107 por\u00f3wnywalne, dlatego zestaw by\u0142 zamro\u017cony od pierwszego skanu. Zastrze\u017cenie dotyczy samych modeli: zmienia\u0142y si\u0119 mi\u0119dzy pomiarami, wi\u0119c cz\u0119\u015b\u0107 wzrostu mo\u017ce wynika\u0107 z tych zmian.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159586171\",\"position\":6,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159586171\",\"name\":\"Czy ka\u017cda firma mo\u017ce liczy\u0107 na podobne efekty GEO?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Nie ma gwarancji takiego tempa. Producent wapna dzia\u0142a\u0142 w w\u0105skiej kategorii, mia\u0142 ju\u017c rozbudowan\u0105 stron\u0119 z kilkudziesi\u0119cioma podstronami lokalnymi i rozpoznawaln\u0105 nazw\u0119 produktu. W kategorii z du\u017c\u0105 konkurencj\u0105 albo przy s\u0142abszej stronie efekty przychodz\u0105 wolniej. Czynniki, od kt\u00f3rych zale\u017cy tempo, opisujemy na stronie <a href=\\\"https:\\\/\\\/aeloapp.io\\\/wiedza\\\/dlaczego-zmiany-wymagaja-czasu\\\/\\\">Dlaczego zmiany wymagaj\u0105 czasu<\\\/a>.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159594160\",\"position\":7,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159594160\",\"name\":\"Co zrobi\u0107, \u017ceby AI zacz\u0119\u0142o poleca\u0107 mark\u0119?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Najpierw sprawi\u0107, \u017ceby w\u0142asna strona by\u0142a \u0142atwa do zacytowania: konkretne dane o produktach, cenach, zasi\u0119gu i normach, dane strukturalne, tre\u015b\u0107 dost\u0119pna dla robot\u00f3w. Potem budowa\u0107 obecno\u015b\u0107 poza w\u0142asn\u0105 domen\u0105: opinie klient\u00f3w, wpisy w niezale\u017cnych katalogach, publikacje w serwisach bran\u017cowych, z kt\u00f3rych modele korzystaj\u0105 przy pytaniach z Twojej kategorii. List\u0119 takich serwis\u00f3w pokazuj\u0105 \u017ar\u00f3d\u0142a cytowane przez modele, a proces opisujemy w tek\u015bcie <a href=\\\"https:\\\/\\\/aeloapp.io\\\/wiedza\\\/dlaczego-ai-poleca-konkurencje\\\/\\\">Dlaczego AI poleca konkurencj\u0119<\\\/a>.\",\"inLanguage\":\"en-GB\"},\"inLanguage\":\"en-GB\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159605505\",\"position\":8,\"url\":\"https:\\\/\\\/aeloapp.io\\\/blog\\\/producent-wapna-trzeci-pomiar-widocznosc-ai\\\/#faq-question-1790159605505\",\"name\":\"Jak samodzielnie sprawdzi\u0107, czy AI poleca moj\u0105 mark\u0119?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Zadaj kilku czatom AI pytania, kt\u00f3re klienci zadaj\u0105 przed zakupem, bez podawania nazwy firmy, i powt\u00f3rz ka\u017cde pytanie kilka razy. Zapisuj, czy marka si\u0119 pojawia, na kt\u00f3rym miejscu, obok jakich konkurent\u00f3w i z jakich \u017ar\u00f3de\u0142 model korzysta. 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Case producenta wapna, wrzesie\u0144 2026"}]},{"@type":"WebSite","@id":"https:\/\/aeloapp.io\/en\/#website","url":"https:\/\/aeloapp.io\/en\/","name":"Aelo","description":"Brand visibility in AI: measurement, diagnosis, plan, action","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aeloapp.io\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/aeloapp.io\/#\/schema\/person\/karolina-wcislo","name":"Karolina Wcis\u0142o","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/fbd563c1cfa780b5107db740ad5c28a8ba50b337af5e8ce1978ba90ffcde233c?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/fbd563c1cfa780b5107db740ad5c28a8ba50b337af5e8ce1978ba90ffcde233c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/fbd563c1cfa780b5107db740ad5c28a8ba50b337af5e8ce1978ba90ffcde233c?s=96&d=mm&r=g","caption":"Karolina Wcis\u0142o"},"sameAs":["https:\/\/aeloapp.io","https:\/\/www.linkedin.com\/in\/karolina-wcislo-graphics\/"],"jobTitle":"CEO \/ CDO","worksFor":{"@id":"https:\/\/aeloapp.io\/en\/#organization"}},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159340377","position":1,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159340377","name":"What is a brand recommendation in AI?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Rekomendacja marki w AI to sytuacja, w kt\u00f3rej model j\u0119zykowy, np. ChatGPT, Claude, Gemini albo Perplexity, sam wskazuje firm\u0119 jako dobry wyb\u00f3r w odpowiedzi na pytanie o kategori\u0119, bez podawania jej nazwy w pytaniu. To wy\u017cszy pr\u00f3g ni\u017c wzmianka, przy kt\u00f3rej model tylko wymienia mark\u0119 na li\u015bcie, i wy\u017cszy ni\u017c rozpoznanie, przy kt\u00f3rym potrafi j\u0105 opisa\u0107, gdy kto\u015b zapyta o ni\u0105 wprost. W case'ie producenta wapna pierwsza rekomendacja pojawi\u0142a si\u0119 w trzecim pomiarze, 10 wrze\u015bnia 2026.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159556740","position":2,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159556740","name":"How long did it take from the first measurement to the first recommendation?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Oko\u0142o 11 tygodni: od skanu z 24 czerwca do skanu z 10 wrze\u015bnia 2026. W tym czasie marka przesz\u0142a od zera wzmianek do obecno\u015bci we wszystkich 18 zapytaniach, a wska\u017anik cytowa\u0144 ur\u00f3s\u0142 z 6% do 94%. Rekomendacja pojawi\u0142a si\u0119 jako ostatnia z metryk, dopiero gdy mark\u0119 zna\u0142y wszystkie cztery modele.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159564145","position":3,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159564145","name":"Do all AI models now recommend this brand?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Nie. We wrze\u015bniu 2026 mark\u0119 znaj\u0105 wszystkie cztery sprawdzane modele, a poleca j\u0105 jeden. Pozosta\u0142e trzy wymieniaj\u0105 j\u0105 w odpowiedziach, ale nie wskazuj\u0105 jako rekomendowanego wyboru. Przej\u015bcie do rekomendacji w kolejnych modelach wymaga zwykle niezale\u017cnych sygna\u0142\u00f3w spoza w\u0142asnej strony, co opisujemy w tek\u015bcie <a href=\"https:\/\/aeloapp.io\/wiedza\/zna-ale-nie-poleca\/\">Zna, ale nie poleca<\/a>.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159571283","position":4,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159571283","name":"Why has the citation index grown faster than other metrics?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Bo cytowanie zale\u017cy g\u0142\u00f3wnie od tego, czy strona zawiera fakty, kt\u00f3re model mo\u017ce przytoczy\u0107: parametry produktu, zgodno\u015b\u0107 z norm\u0105, cen\u0119, zasi\u0119g dostaw. Te elementy firma kontroluje sama, na w\u0142asnej stronie. Rekomendacja zale\u017cy dodatkowo od tego, co o marce pisz\u0105 inni, wi\u0119c ro\u015bnie wolniej. We wrze\u015bniu strona producenta by\u0142a najcz\u0119\u015bciej cytowanym \u017ar\u00f3d\u0142em przy jego zapytaniach: przy 17 z 18 fraz.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159578637","position":5,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159578637","name":"Can the results of the three measurements be compared with one another?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Tak. Wszystkie trzy skany korzysta\u0142y z tego samego zestawu 18 zapyta\u0144, zadawanych bez nazwy marki w tych samych czterech modelach. Zmiana zestawu mi\u0119dzy pomiarami sprawi\u0142aby, \u017ce wyniki przestaj\u0105 by\u0107 por\u00f3wnywalne, dlatego zestaw by\u0142 zamro\u017cony od pierwszego skanu. Zastrze\u017cenie dotyczy samych modeli: zmienia\u0142y si\u0119 mi\u0119dzy pomiarami, wi\u0119c cz\u0119\u015b\u0107 wzrostu mo\u017ce wynika\u0107 z tych zmian.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159586171","position":6,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159586171","name":"Can every company expect similar results from GEO?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Nie ma gwarancji takiego tempa. Producent wapna dzia\u0142a\u0142 w w\u0105skiej kategorii, mia\u0142 ju\u017c rozbudowan\u0105 stron\u0119 z kilkudziesi\u0119cioma podstronami lokalnymi i rozpoznawaln\u0105 nazw\u0119 produktu. W kategorii z du\u017c\u0105 konkurencj\u0105 albo przy s\u0142abszej stronie efekty przychodz\u0105 wolniej. Czynniki, od kt\u00f3rych zale\u017cy tempo, opisujemy na stronie <a href=\"https:\/\/aeloapp.io\/wiedza\/dlaczego-zmiany-wymagaja-czasu\/\">Dlaczego zmiany wymagaj\u0105 czasu<\/a>.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159594160","position":7,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159594160","name":"What can you do to get AI to start recommending your brand?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Najpierw sprawi\u0107, \u017ceby w\u0142asna strona by\u0142a \u0142atwa do zacytowania: konkretne dane o produktach, cenach, zasi\u0119gu i normach, dane strukturalne, tre\u015b\u0107 dost\u0119pna dla robot\u00f3w. Potem budowa\u0107 obecno\u015b\u0107 poza w\u0142asn\u0105 domen\u0105: opinie klient\u00f3w, wpisy w niezale\u017cnych katalogach, publikacje w serwisach bran\u017cowych, z kt\u00f3rych modele korzystaj\u0105 przy pytaniach z Twojej kategorii. List\u0119 takich serwis\u00f3w pokazuj\u0105 \u017ar\u00f3d\u0142a cytowane przez modele, a proces opisujemy w tek\u015bcie <a href=\"https:\/\/aeloapp.io\/wiedza\/dlaczego-ai-poleca-konkurencje\/\">Dlaczego AI poleca konkurencj\u0119<\/a>.","inLanguage":"en-GB"},"inLanguage":"en-GB"},{"@type":"Question","@id":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159605505","position":8,"url":"https:\/\/aeloapp.io\/blog\/producent-wapna-trzeci-pomiar-widocznosc-ai\/#faq-question-1790159605505","name":"How can I check for myself whether AI recommends my brand?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Zadaj kilku czatom AI pytania, kt\u00f3re klienci zadaj\u0105 przed zakupem, bez podawania nazwy firmy, i powt\u00f3rz ka\u017cde pytanie kilka razy. Zapisuj, czy marka si\u0119 pojawia, na kt\u00f3rym miejscu, obok jakich konkurent\u00f3w i z jakich \u017ar\u00f3de\u0142 model korzysta. 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