[{"data":1,"prerenderedAt":1291},["ShallowReactive",2],{"blog:author:fabio-parlascino":3},[4,373],{"id":5,"title":6,"author":7,"body":8,"category":358,"coverPosition":359,"date":360,"description":361,"extension":362,"featured":363,"image":364,"meta":365,"navigation":366,"path":367,"seo":368,"sitemap":369,"stem":370,"updated":371,"__hash__":372},"blog\u002Fblog\u002Fclaude-chatgpt-shopify-marketing-data.md","How to use Claude or ChatGPT for Shopify marketing data with OneLence","Fabio Parlascino",{"type":9,"value":10,"toc":340},"minimark",[11,15,18,23,40,43,46,49,53,66,72,89,92,98,124,137,143,147,215,218,221,225,228,254,258,278,282,287,290,294,303,307,313,317,320,324,327,331],[12,13,14],"p",{},"To use Claude or ChatGPT for Shopify marketing data, install the OneLence Connect app on your store, then add OneLence to your AI app: the OneLence plugin in ChatGPT, or the OneLence connector in Claude. From then on, every paid order is tied to the visit, source, campaign, affiliate partner and coupon code behind it, so you can ask \"Where did last week's orders come from?\" and get the answer with what to scale, hold or stop.",[12,16,17],{},"I'm a co-founder of OneLence, so this is a guide to our own product, and I'll stick to what it does today. OneLence helps marketing teams find growth opportunities, know what to do next, and grow more efficiently without simply spending more. Every setup step and feature below is taken from onelence.com as of 24 October 2026.",[19,20,22],"h2",{"id":21},"why-is-the-join-the-hard-part","Why is the join the hard part?",[12,24,25,26,33,34,39],{},"Shopify's own plugin for ChatGPT and connector for Claude, launched on ",[27,28,32],"a",{"href":29,"rel":30},"https:\u002F\u002Fwww.linkedin.com\u002Fposts\u002Fshopify_shopify-merchants-you-can-now-manage-your-activity-7457081740642168832-mVcS",[31],"nofollow","4 May 2026",", are great at store questions: sales, orders, customers and products, plus managing products, collections, inventory and discounts from chat (",[27,35,38],{"href":36,"rel":37},"https:\u002F\u002Fhelp.shopify.com\u002Fen\u002Fmanual\u002Fai-powered-tools\u002Fconnecting-ai-tools\u002Fshopify-connector-for-claude",[31],"Shopify Help Center",", checked 24 October 2026).",[12,41,42],{},"Marketing questions ask something else: which visit, campaign, partner or coupon came before each order. That answer is spread across systems that each count their own part. An ad platform counts conversions under its own attribution setting. Each affiliate network sees only its own partners, so when a buyer clicks through partners on two networks, both can claim the order. Visits from AI assistants often arrive without a referrer.",[12,44,45],{},"OneLence makes the join on your own site. It follows each visitor journey, ads, search, email, partners and AI assistants included, and gives every order one answer. Claude or ChatGPT then reads joined data instead of rebuilding the join in each chat.",[12,47,48],{},"You could wire something similar by hand, with a separate MCP server per platform and CSV exports pasted into every conversation. That's the slower route, and the join has to be redone each time.",[19,50,52],{"id":51},"how-do-you-set-it-up","How do you set it up?",[12,54,55,59,60,65],{},[56,57,58],"strong",{},"1. Install OneLence Connect."," Install ",[27,61,64],{"href":62,"rel":63},"https:\u002F\u002Fapps.shopify.com\u002Fonelence-connect",[31],"OneLence Connect"," from the Shopify App Store, or choose Shopify when you create your OneLence workspace. Installing the app is free, and you need a OneLence plan or the 7-day free trial.",[12,67,68,71],{},[56,69,70],{},"2. Turn on the app embed."," In Shopify admin, open Online Store, then Themes, choose Edit theme, open App embeds, turn on OneLence Connect and save. Visit your store once so the first visit arrives. From here, OneLence reads paid orders with their value, currency and discount codes, plus storefront activity: page views, product views, add to cart and, if you turn them on, checkout starts.",[12,73,74,77,78,82,83,88],{},[56,75,76],{},"3. Add your affiliate partners."," OneLence recognizes a partner in three ways: a OneLence link (any page of your site with ",[79,80,81],"code",{},"?olaff="," and the partner's code), the publisher ID the partner has on networks such as Awin, Impact, CJ or Rakuten, or an exclusive coupon code. Each order goes to the partner whose link was the last click before it, and an exclusive code credits its partner when no partner link won the order. Mark shared or public codes as shared, so they stay as evidence only. The full rules are on our ",[27,84,87],{"href":85,"rel":86},"https:\u002F\u002Fonelence.com\u002Faffiliate-tracking",[31],"affiliate tracking"," page.",[12,90,91],{},"If you pay partners on Awin, UpPromote or Impact, upload each network's CSV export under Affiliates, then Reconcile commissions, in the OneLence app. OneLence checks every claim against the last 60 days of Shopify orders and flags orders claimed on several networks, commissions on cancelled or refunded orders, sale amounts that don't match the order, and claims with no matching order.",[12,93,94,97],{},[56,95,96],{},"4. Add OneLence to ChatGPT or Claude."," OneLence is listed in both apps' directories, so there's no server address to type.",[99,100,101,113],"ul",{},[102,103,104,107,108,39],"li",{},[56,105,106],{},"ChatGPT and Codex:"," open Plugins in the ChatGPT sidebar, find OneLence, select Install plugin and sign in to OneLence when asked, then pick the workspace. In a chat, type @OneLence or let ChatGPT use it when your question needs it. The same plugin works in Codex. The plugin directory is open on every ChatGPT plan, and in Business, Enterprise and Edu workspaces an admin decides which plugins members can install (",[27,109,112],{"href":110,"rel":111},"https:\u002F\u002Fhelp.openai.com\u002Fen\u002Farticles\u002F20001256-plugins-in-chatgpt",[31],"OpenAI Help Center",[102,114,115,118,119,39],{},[56,116,117],{},"Claude:"," open Customize, then Connectors, select the + button, find OneLence in the directory and choose Connect. Sign in to OneLence, pick the workspace Claude may use and approve. Directory connectors work for all Claude users on the web, desktop and mobile apps, and on Team and Enterprise an Owner adds OneLence for the organization first, after which each member connects (",[27,120,123],{"href":121,"rel":122},"https:\u002F\u002Fsupport.claude.com\u002Fen\u002Farticles\u002F11176164-use-connectors-to-extend-claude-s-capabilities",[31],"Claude Help Center",[12,125,126,127,130,131,136],{},"Using Cursor, Claude Code or another MCP client? Add the remote server ",[79,128,129],{},"https:\u002F\u002Fmcp.onelence.com"," and sign in. The ",[27,132,135],{"href":133,"rel":134},"https:\u002F\u002Fonelence.com\u002Fintegrations\u002Fmcp",[31],"OneLence MCP server"," page has the setup for each client, plus permissions and every tool.",[12,138,139,142],{},[56,140,141],{},"5. Check tracking, then ask."," Start with \"Is tracking working on the store?\" You get the visits, events and orders from the last few minutes, with what to check if nothing arrived.",[19,144,146],{"id":145},"which-questions-can-you-ask-once-its-connected","Which questions can you ask once it's connected?",[148,149,150,163],"table",{},[151,152,153],"thead",{},[154,155,156,160],"tr",{},[157,158,159],"th",{},"Ask Claude or ChatGPT",[157,161,162],{},"What you get back",[164,165,166,175,183,191,199,207],"tbody",{},[154,167,168,172],{},[169,170,171],"td",{},"\"Where did last week's orders come from?\"",[169,173,174],{},"Visitors, orders and conversion rate by source, channel and campaign",[154,176,177,180],{},[169,178,179],{},"\"What should we focus on this week?\"",[169,181,182],{},"What deserves attention, and which sources and partners to scale, hold or stop, with the evidence and what is still missing",[154,184,185,188],{},[169,186,187],{},"\"Which affiliates and coupon codes brought orders this month?\"",[169,189,190],{},"Partners with their referral and coupon codes, clicks, orders and conversion rate",[154,192,193,196],{},[169,194,195],{},"\"Show me the last 20 orders and how each was attributed.\"",[169,197,198],{},"Each order with its time, value and currency, the attribution method, and the affiliate and coupon behind it",[154,200,201,204],{},[169,202,203],{},"\"Did visitors from ChatGPT or Perplexity buy anything?\"",[169,205,206],{},"Visitors from AI assistants and the orders they placed (Premium)",[154,208,209,212],{},[169,210,211],{},"\"We doubled the Meta budget yesterday. Log it.\"",[169,213,214],{},"A summary to confirm. Once you agree, OneLence records the change, so you can ask later what followed",[12,216,217],{},"In Claude and ChatGPT, four answers appear as interactive cards: the briefing, the list of recommendations, the recommendation for one source, and the performance overview.",[12,219,220],{},"The plan decides how wide the review goes. Starter reviews affiliate and partner sources, and Pro and higher plans add paid, organic, creator and referral sources to the same review. Visitors from AI assistants, bot traffic and SEO opportunities need Premium or Scale.",[19,222,224],{"id":223},"what-can-the-assistant-change","What can the assistant change?",[12,226,227],{},"Very little, by design:",[99,229,230,236,242,248],{},[102,231,232,235],{},[56,233,234],{},"Your store stays as it is."," OneLence's access to Shopify is read-only. Products, prices, discounts, orders and customers stay as they are.",[102,237,238,241],{},[56,239,240],{},"Your ad accounts stay yours."," OneLence never touches your ad accounts and never moves money. When you change a budget yourself, it can record that change.",[102,243,244,247],{},[56,245,246],{},"Changes inside OneLence wait for you."," The 8 tools that change something inside OneLence, such as logging a change or updating your business context, first return a summary, and nothing is saved until you confirm.",[102,249,250,253],{},[56,251,252],{},"You can disconnect at any time"," under Settings, then Developer, in OneLence, and access ends immediately.",[19,255,257],{"id":256},"how-do-you-check-an-answer","How do you check an answer?",[99,259,260,263,266,269],{},[102,261,262],{},"Ask which tool the number came from and for which dates.",[102,264,265],{},"When a number surprises you, ask for the orders behind it (\"Show me the last 20 orders and how each was attributed\") and open a few in Shopify.",[102,267,268],{},"Expect OneLence's totals to differ from Shopify's. OneLence's source reports count the paid online orders it can tie to a visit on your store, from the day you connect the app. Shopify's totals also include point-of-sale and draft orders.",[102,270,271,272,277],{},"Mark 8 to 15 October 2026 when you read AI traffic. ChatGPT stopped adding utm_source=chatgpt.com to its links around 2pm PT on 8 October, and the fix rolled out from 15 October (",[27,273,276],{"href":274,"rel":275},"https:\u002F\u002Fattribution.now\u002Fchangelog",[31],"attribution.now changelog",", checked 24 October 2026). Treat that week as one event, not a trend.",[19,279,281],{"id":280},"faq","FAQ",[283,284,286],"h3",{"id":285},"does-onelence-change-my-shopify-store-or-my-ads","Does OneLence change my Shopify store or my ads?",[12,288,289],{},"It reads your store and leaves it as it is. OneLence asks Shopify for read access to orders, customers and customer events, plus permission to add its pixel. Ad budgets and campaigns stay in your ad platforms, where you make the changes yourself, and OneLence can record a change once you've made it.",[283,291,293],{"id":292},"which-plans-do-i-need","Which plans do I need?",[12,295,296,297,302],{},"On the OneLence side, any plan with an active subscription, or the 7-day free trial. Asking about orders, sources and affiliates works on every plan, and visitors from AI assistants need Premium or Scale (",[27,298,301],{"href":299,"rel":300},"https:\u002F\u002Fonelence.com\u002Fpricing",[31],"pricing","). On the AI side, the OneLence plugin is in ChatGPT's plugin directory and the OneLence connector is in Claude's connectors directory. In company workspaces on either app, an admin or Owner may need to allow it first, as above.",[283,304,306],{"id":305},"does-it-work-in-both-claude-and-chatgpt","Does it work in both Claude and ChatGPT?",[12,308,309,310,312],{},"Yes. Install the OneLence plugin in ChatGPT, which also works in Codex, or connect the OneLence connector in Claude. Both read the same OneLence workspace. Cursor, Claude Code and other MCP clients can connect to ",[79,311,129],{},".",[283,314,316],{"id":315},"where-do-visitors-from-ai-assistants-show-up","Where do visitors from AI assistants show up?",[12,318,319],{},"In OneLence's AI visibility report, on Premium and Scale. It recognizes visitors from 14 assistants, including ChatGPT, Perplexity, Claude, Gemini and Copilot, by referrer or utm_source, and counts their signups and purchases on the same site within 28 days of an AI visit. In chat, ask \"Did visitors from ChatGPT or Perplexity buy anything?\"",[283,321,323],{"id":322},"will-onelences-order-totals-match-shopifys","Will OneLence's order totals match Shopify's?",[12,325,326],{},"Not exactly, and they aren't meant to. OneLence counts the paid online orders it can tie to a visit from the day you connect the app. Shopify also counts point-of-sale and draft orders.",[19,328,330],{"id":329},"next-step","Next step",[12,332,333,334,339],{},"The ",[27,335,338],{"href":336,"rel":337},"https:\u002F\u002Fonelence.com\u002Fintegrations\u002Fshopify",[31],"Shopify integration"," page has the setup, the full list of questions and the 7-day free trial.",{"title":341,"searchDepth":342,"depth":342,"links":343},"",2,[344,345,346,347,348,349,357],{"id":21,"depth":342,"text":22},{"id":51,"depth":342,"text":52},{"id":145,"depth":342,"text":146},{"id":223,"depth":342,"text":224},{"id":256,"depth":342,"text":257},{"id":280,"depth":342,"text":281,"children":350},[351,353,354,355,356],{"id":285,"depth":352,"text":286},3,{"id":292,"depth":352,"text":293},{"id":305,"depth":352,"text":306},{"id":315,"depth":352,"text":316},{"id":322,"depth":352,"text":323},{"id":329,"depth":342,"text":330},"Academy","top","2026-10-24","Install OneLence Connect on Shopify, add OneLence in Claude or ChatGPT, and ask which sources, affiliates and coupons bring your orders.","md",false,"https:\u002F\u002Fcdn.onelence.com\u002Fimages\u002Fblog\u002Fclaude-chatgpt-shopify-marketing-data\u002Fshopify-onelence-claude-chatgpt-oneclick.png",{},true,"\u002Fblog\u002Fclaude-chatgpt-shopify-marketing-data",{"title":6,"description":361},{"loc":367},"blog\u002Fclaude-chatgpt-shopify-marketing-data",null,"oo0nrJUAIS05usPXAeDUb_Mq8KDenycAs7DHyblI494",{"id":374,"title":375,"author":7,"body":376,"category":1281,"coverPosition":359,"date":1282,"description":1283,"extension":362,"featured":363,"image":1284,"meta":1285,"navigation":366,"path":1286,"seo":1287,"sitemap":1288,"stem":1289,"updated":371,"__hash__":1290},"blog\u002Fblog\u002Fwhat-ai-assistants-cite-marketing-analytics.md","What do AI assistants cite for marketing analytics questions? We checked 90 answers",{"type":9,"value":377,"toc":1262},[378,381,384,388,391,417,420,554,558,561,572,575,579,582,722,725,751,754,758,761,926,929,935,941,945,948,1095,1099,1102,1108,1114,1120,1124,1127,1166,1170,1196,1200,1214,1216,1220,1223,1227,1230,1234,1237,1241,1244,1248,1251,1253],[12,379,380],{},"When we asked six AI engines 15 marketing analytics questions, 85% of the 412 pages they cited (352) were cited by only one answer, and ChatGPT cited none of the URLs in Google's top 10 for the same questions. In this run, the pages that got cited again and again were the ones that answered the exact question asked: a free checker for a \"free tool\" question, OpenAI's own docs for an OpenAI crawler question, a listicle for a \"best tools\" question.",[12,382,383],{},"We ran this on 5 October 2026 to get a baseline for our own work, and we're publishing all of it, including the part that isn't flattering: OneLence was named in 0 of the 90 answers.",[19,385,387],{"id":386},"how-did-we-run-the-test","How did we run the test?",[12,389,390],{},"We took 15 questions that buyers of marketing analytics, AI visibility, MCP and affiliate tools actually type or ask, and asked each one once on six engines: ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Google AI Mode. That gave 90 answers, and all 90 came back.",[99,392,393,399,405,411],{},[102,394,395,398],{},[56,396,397],{},"When and where:"," 5 October 2026, US English, logged out, no personalization.",[102,400,401,404],{},[56,402,403],{},"How:"," with OneLence's AI visibility engine, which asks each question on each engine and records every page the answer cites.",[102,406,407,410],{},[56,408,409],{},"What we recorded:"," every page each answer cited, and Google's organic top 10 for the same question on the same day, so we could compare the two.",[102,412,413,416],{},[56,414,415],{},"How we matched URLs:"," by exact URL, ignoring query strings and \"www\".",[12,418,419],{},"These were the 15 questions:",[148,421,422,432],{},[151,423,424],{},[154,425,426,429],{},[157,427,428],{},"#",[157,430,431],{},"Question",[164,433,434,442,450,458,466,474,482,490,498,506,514,522,530,538,546],{},[154,435,436,439],{},[169,437,438],{},"1",[169,440,441],{},"best AI visibility tools 2026",[154,443,444,447],{},[169,445,446],{},"2",[169,448,449],{},"how to track ChatGPT traffic to my website",[154,451,452,455],{},[169,453,454],{},"3",[169,456,457],{},"AI crawler analytics tool",[154,459,460,463],{},[169,461,462],{},"4",[169,464,465],{},"GPTBot vs ChatGPT-User vs OAI-SearchBot",[154,467,468,471],{},[169,469,470],{},"5",[169,472,473],{},"Google Search Console MCP server",[154,475,476,479],{},[169,477,478],{},"6",[169,480,481],{},"best MCP servers for marketing",[154,483,484,487],{},[169,485,486],{},"7",[169,488,489],{},"Shopify analytics MCP",[154,491,492,495],{},[169,493,494],{},"8",[169,496,497],{},"ChatGPT app for marketing analytics",[154,499,500,503],{},[169,501,502],{},"9",[169,504,505],{},"Triple Whale alternative for small brands",[154,507,508,511],{},[169,509,510],{},"10",[169,512,513],{},"affiliate commission de-duplication across networks on Shopify",[154,515,516,519],{},[169,517,518],{},"11",[169,520,521],{},"track AI referral traffic in GA4",[154,523,524,527],{},[169,525,526],{},"12",[169,528,529],{},"best affiliate tracking software",[154,531,532,535],{},[169,533,534],{},"13",[169,536,537],{},"best AEO tools",[154,539,540,543],{},[169,541,542],{},"14",[169,544,545],{},"Peec AI alternatives",[154,547,548,551],{},[169,549,550],{},"15",[169,552,553],{},"free tool to check if AI crawlers can access my website",[19,555,557],{"id":556},"how-spread-out-were-the-citations","How spread out were the citations?",[12,559,560],{},"Very. The 90 answers cited 412 distinct pages from 264 domains.",[99,562,563,566,569],{},[102,564,565],{},"352 of the 412 pages (85%) were cited by only one answer.",[102,567,568],{},"Only 14 pages were cited by three or more answers.",[102,570,571],{},"The most cited pages appeared in 5 of the 90 answers. Nothing came close to \"everywhere\".",[12,573,574],{},"So for these questions there is no single page that \"AI\" trusts. Each engine, on each question, picked its own handful.",[19,576,578],{"id":577},"does-ranking-in-googles-top-10-get-you-cited","Does ranking in Google's top 10 get you cited?",[12,580,581],{},"In this run, it mattered a lot for Google AI Overviews and hardly at all for ChatGPT.",[148,583,584,606],{},[151,585,586],{},[154,587,588,591,594,597,600,603],{},[157,589,590],{},"Engine",[157,592,593],{},"Citations (15 answers)",[157,595,596],{},"Avg per answer",[157,598,599],{},"Answers with no citation",[157,601,602],{},"Cited URLs in Google's top 10",[157,604,605],{},"Cited domains in Google's top 10",[164,607,608,628,647,666,685,704],{},[154,609,610,613,616,619,622,625],{},[169,611,612],{},"Perplexity",[169,614,615],{},"150",[169,617,618],{},"10.0",[169,620,621],{},"0",[169,623,624],{},"9 (6%)",[169,626,627],{},"20 (13%)",[154,629,630,633,636,639,641,644],{},[169,631,632],{},"Google AI Overviews",[169,634,635],{},"99",[169,637,638],{},"6.6",[169,640,438],{},[169,642,643],{},"36 (36%)",[169,645,646],{},"50 (51%)",[154,648,649,652,655,658,660,663],{},[169,650,651],{},"Google AI Mode",[169,653,654],{},"74",[169,656,657],{},"4.9",[169,659,621],{},[169,661,662],{},"11 (15%)",[169,664,665],{},"22 (30%)",[154,667,668,671,674,677,679,682],{},[169,669,670],{},"Gemini",[169,672,673],{},"66",[169,675,676],{},"4.4",[169,678,621],{},[169,680,681],{},"6 (9%)",[169,683,684],{},"9 (14%)",[154,686,687,690,693,696,698,701],{},[169,688,689],{},"ChatGPT",[169,691,692],{},"55",[169,694,695],{},"3.7",[169,697,446],{},[169,699,700],{},"0 (0%)",[169,702,703],{},"5 (9%)",[154,705,706,709,712,715,717,720],{},[169,707,708],{},"Claude",[169,710,711],{},"50",[169,713,714],{},"3.3",[169,716,470],{},[169,718,719],{},"7 (14%)",[169,721,719],{},[12,723,724],{},"A few things stand out:",[99,726,727,733,739,745],{},[102,728,729,732],{},[56,730,731],{},"AI Overviews was the only engine where about a third of cited URLs were also in Google's top 10."," Half of its cited domains were.",[102,734,735,738],{},[56,736,737],{},"ChatGPT made 55 citations and none of them was a top-10 URL"," for the question. Only 5 of its cited domains appeared in the top 10.",[102,740,741,744],{},[56,742,743],{},"Perplexity cited the most",", 10 pages per answer, but only 6% of them were top-10 URLs.",[102,746,747,750],{},[56,748,749],{},"Claude cited the least",", and 5 of its 15 answers had no citation at all.",[12,752,753],{},"If your plan for AI answers is \"rank in Google and the rest follows\", this run says that holds mostly for AI Overviews.",[19,755,757],{"id":756},"which-sites-got-cited-most","Which sites got cited most?",[12,759,760],{},"Counted by the number of answers that cited the domain (trimmed to the top of the list):",[148,762,763,779],{},[151,764,765],{},[154,766,767,770,773,776],{},[157,768,769],{},"Domain",[157,771,772],{},"Answers",[157,774,775],{},"Pages",[157,777,778],{},"Questions",[164,780,781,793,805,816,827,838,849,860,871,882,893,904,915],{},[154,782,783,786,788,790],{},[169,784,785],{},"reddit.com",[169,787,534],{},[169,789,534],{},[169,791,792],{},"11 of 15",[154,794,795,798,800,802],{},[169,796,797],{},"youtube.com",[169,799,526],{},[169,801,550],{},[169,803,804],{},"9 of 15",[154,806,807,810,812,814],{},[169,808,809],{},"frase.io",[169,811,494],{},[169,813,454],{},[169,815,454],{},[154,817,818,821,823,825],{},[169,819,820],{},"semrush.com",[169,822,494],{},[169,824,462],{},[169,826,462],{},[154,828,829,832,834,836],{},[169,830,831],{},"github.com",[169,833,486],{},[169,835,542],{},[169,837,454],{},[154,839,840,843,845,847],{},[169,841,842],{},"tryprofound.com",[169,844,486],{},[169,846,478],{},[169,848,462],{},[154,850,851,854,856,858],{},[169,852,853],{},"writesonic.com",[169,855,486],{},[169,857,470],{},[169,859,470],{},[154,861,862,865,867,869],{},[169,863,864],{},"crawlercheck.com",[169,866,470],{},[169,868,438],{},[169,870,438],{},[154,872,873,876,878,880],{},[169,874,875],{},"geoptie.com",[169,877,470],{},[169,879,454],{},[169,881,446],{},[154,883,884,887,889,891],{},[169,885,886],{},"linkedin.com",[169,888,470],{},[169,890,478],{},[169,892,470],{},[154,894,895,898,900,902],{},[169,896,897],{},"rankability.com",[169,899,470],{},[169,901,454],{},[169,903,454],{},[154,905,906,909,911,913],{},[169,907,908],{},"xseek.io",[169,910,470],{},[169,912,454],{},[169,914,454],{},[154,916,917,920,922,924],{},[169,918,919],{},"zapier.com",[169,921,470],{},[169,923,438],{},[169,925,438],{},[12,927,928],{},"Two details matter here.",[12,930,931,934],{},[56,932,933],{},"Reddit and YouTube were cited only by Gemini, Google AI Overviews and Google AI Mode."," ChatGPT, Claude and Perplexity didn't cite either in this run. So \"get on Reddit\" is advice about Google's surfaces, at least for these questions.",[12,936,937,940],{},[56,938,939],{},"LinkedIn posts by individuals got cited on 5 of the 15 questions:"," tracking ChatGPT traffic, the OpenAI crawler comparison, MCP servers for marketing, ChatGPT apps for marketing analytics, and AI referral traffic in GA4. These were posts and one LinkedIn article by individual people, not company pages. All but one were cited by AI Overviews; the article was cited by Perplexity.",[19,942,944],{"id":943},"which-pages-were-cited-by-three-or-more-answers","Which pages were cited by three or more answers?",[12,946,947],{},"These are the 14 pages that showed up in at least three answers:",[148,949,950,961],{},[151,951,952],{},[154,953,954,957,959],{},[157,955,956],{},"Page",[157,958,772],{},[157,960,431],{},[164,962,963,973,983,992,1002,1012,1021,1030,1040,1049,1059,1068,1077,1086],{},[154,964,965,968,970],{},[169,966,967],{},"crawlercheck.com (home page)",[169,969,470],{},[169,971,972],{},"free tool to check AI crawler access",[154,974,975,978,980],{},[169,976,977],{},"frase.io blog: the 10 best AI visibility tools in 2026",[169,979,470],{},[169,981,982],{},"best AI visibility tools",[154,984,985,988,990],{},[169,986,987],{},"zapier.com blog: best AI visibility tool",[169,989,470],{},[169,991,982],{},[154,993,994,997,999],{},[169,995,996],{},"otterly.ai (home page)",[169,998,462],{},[169,1000,1001],{},"AI crawler analytics, best AEO tools, Peec AI alternatives",[154,1003,1004,1007,1009],{},[169,1005,1006],{},"semrush.com blog: track ChatGPT traffic and competitors",[169,1008,462],{},[169,1010,1011],{},"track ChatGPT traffic",[154,1013,1014,1017,1019],{},[169,1015,1016],{},"developers.openai.com: OpenAI's bots documentation",[169,1018,454],{},[169,1020,465],{},[154,1022,1023,1026,1028],{},[169,1024,1025],{},"geoptie.com blog: best Peec AI alternatives",[169,1027,454],{},[169,1029,545],{},[154,1031,1032,1035,1037],{},[169,1033,1034],{},"peec.ai (home page)",[169,1036,454],{},[169,1038,1039],{},"best AEO tools, Peec AI alternatives",[154,1041,1042,1045,1047],{},[169,1043,1044],{},"siftly.ai free crawler audit",[169,1046,454],{},[169,1048,972],{},[154,1050,1051,1054,1056],{},[169,1052,1053],{},"surferseo.com blog: track ChatGPT AI traffic in Google Analytics",[169,1055,454],{},[169,1057,1058],{},"track ChatGPT traffic, AI traffic in GA4",[154,1060,1061,1064,1066],{},[169,1062,1063],{},"tally.so help: best MCP servers for marketing teams",[169,1065,454],{},[169,1067,481],{},[154,1069,1070,1073,1075],{},[169,1071,1072],{},"writesonic.com blog: Peec AI alternatives",[169,1074,454],{},[169,1076,545],{},[154,1078,1079,1082,1084],{},[169,1080,1081],{},"adspirer.com blog: best ChatGPT apps for marketing and advertising",[169,1083,454],{},[169,1085,497],{},[154,1087,1088,1091,1093],{},[169,1089,1090],{},"A YouTube video on tracking AI traffic",[169,1092,454],{},[169,1094,1058],{},[19,1096,1098],{"id":1097},"what-kind-of-page-wins","What kind of page wins?",[12,1100,1101],{},"Three patterns show up in the tables above. They describe this run, not a law.",[12,1103,1104,1107],{},[56,1105,1106],{},"1. The page that matches the question exactly."," The free-tool question was answered with free tools (crawlercheck.com, Siftly's crawler audit). The OpenAI crawler question was answered with OpenAI's own bot documentation. The Search Console and Shopify MCP questions were answered with GitHub repositories and MCP directories. The affiliate de-duplication question went to Shopify's and Awin's help docs. \"How to track\" questions went to how-to guides (Semrush, Surfer).",[12,1109,1110,1113],{},[56,1111,1112],{},"2. Listicles for \"best X\" questions."," \"Best AI visibility tools\" was answered mostly from two \"best tools\" articles: one from Frase, a vendor in the category, and one from Zapier, a publisher. Each was cited by 5 answers. For \"Peec AI alternatives\", the cited listicles also came from vendors in the category (Geoptie, Writesonic).",[12,1115,1116,1119],{},[56,1117,1118],{},"3. The competitor's own home page for \"alternatives\" questions."," For \"Peec AI alternatives\", Peec AI's home page was among the most cited pages, next to those vendor listicles. The Triple Whale question went a different way: its citations were spread across several vendors, two answers each.",[19,1121,1123],{"id":1122},"what-does-this-mean-if-you-want-to-be-cited","What does this mean if you want to be cited?",[12,1125,1126],{},"Everything here is drawn from this one run, so treat it as a starting checklist, not a promise.",[1128,1129,1130,1136,1142,1148,1154,1160],"ol",{},[102,1131,1132,1135],{},[56,1133,1134],{},"Write one page per question, in the question's words."," The pages that showed up in several answers were the ones that answered one specific question directly: a checker for \"free tool to check…\", docs for \"X vs Y\", a guide for \"how to track…\".",[102,1137,1138,1141],{},[56,1139,1140],{},"Don't stop at Google's top 10."," Outside AI Overviews, most cited URLs weren't in the top 10. For ChatGPT, none were.",[102,1143,1144,1147],{},[56,1145,1146],{},"Check the engine before you pick the channel."," In this run Reddit and YouTube only appeared in Google's surfaces and Gemini. If ChatGPT or Perplexity matters more to your buyers, those threads and videos won't show up there.",[102,1149,1150,1153],{},[56,1151,1152],{},"Practitioner posts count."," Individual LinkedIn posts were cited on 5 of 15 questions, mostly by AI Overviews. A clear, specific post from a person can sit next to vendor pages.",[102,1155,1156,1159],{},[56,1157,1158],{},"For \"best X\", the lists are the battleground."," Vendor listicles and publisher roundups carried those questions. Being in the lists that already get cited matters as much as your own page.",[102,1161,1162,1165],{},[56,1163,1164],{},"Make sure assistants can read you at all."," None of the above helps if your robots.txt or firewall keeps AI crawlers out.",[19,1167,1169],{"id":1168},"what-are-the-limits-of-this-data","What are the limits of this data?",[99,1171,1172,1178,1184,1190],{},[102,1173,1174,1177],{},[56,1175,1176],{},"One run, one day, one country, logged out."," Answers vary between runs, so treat every count here as a snapshot.",[102,1179,1180,1183],{},[56,1181,1182],{},"15 questions is a small set,"," chosen around the topics we work on. Other topics may cite very differently.",[102,1185,1186,1189],{},[56,1187,1188],{},"No brand-mention counts."," Our extraction of which brands each answer named wasn't complete enough to publish, so we only report citations, plus our own result: OneLence named in 0 of 90 answers and linked in 0.",[102,1191,1192,1195],{},[56,1193,1194],{},"We'll repeat it quarterly"," with the same 15 questions and publish what changed.",[19,1197,1199],{"id":1198},"where-does-onelence-fit","Where does OneLence fit?",[12,1201,1202,1203,1208,1209,312],{},"We build OneLence, which helps marketing teams find growth opportunities, know what to do next, and grow more efficiently without simply spending more. Our ",[27,1204,1207],{"href":1205,"rel":1206},"https:\u002F\u002Fonelence.com\u002Fai-visibility",[31],"AI visibility page"," explains how we look at which pages AI crawlers read and the visitors assistants send. If you're choosing a tool for this, we compared 12 of them, with prices, in ",[27,1210,1213],{"href":1211,"rel":1212},"https:\u002F\u002Fonelence.com\u002Fai-visibility\u002Ftools",[31],"AI visibility tools compared",[19,1215,281],{"id":280},[283,1217,1219],{"id":1218},"what-do-ai-assistants-cite-for-marketing-analytics-questions","What do AI assistants cite for marketing analytics questions?",[12,1221,1222],{},"In our 5 October 2026 run, mostly pages that answered the exact question: free tools, official docs, how-to guides, and \"best tools\" listicles. 85% of the 412 cited pages were cited by only one of the 90 answers.",[283,1224,1226],{"id":1225},"does-ranking-in-googles-top-10-get-you-cited-by-chatgpt","Does ranking in Google's top 10 get you cited by ChatGPT?",[12,1228,1229],{},"Not in this run. ChatGPT made 55 citations and none of them were in Google's organic top 10 for the same question. Google AI Overviews had the most overlap, with 36% of its cited URLs in the top 10.",[283,1231,1233],{"id":1232},"do-ai-assistants-cite-reddit-and-youtube","Do AI assistants cite Reddit and YouTube?",[12,1235,1236],{},"In this run, only Gemini, Google AI Overviews and Google AI Mode did. Reddit was the most cited domain overall (13 answers) and YouTube second (12), all from those three.",[283,1238,1240],{"id":1239},"which-engine-cites-the-most-sources","Which engine cites the most sources?",[12,1242,1243],{},"Perplexity, with 10 citations per answer on average. Claude cited the fewest, 3.3 per answer, and gave no citation in 5 of its 15 answers.",[283,1245,1247],{"id":1246},"how-often-will-you-repeat-this","How often will you repeat this?",[12,1249,1250],{},"Quarterly, with the same 15 questions, so changes are comparable.",[19,1252,330],{"id":329},[12,1254,1255,1256,1261],{},"Before anything else, check that AI crawlers can actually read your site. Our free ",[27,1257,1260],{"href":1258,"rel":1259},"https:\u002F\u002Fonelence.com\u002Fai-crawlers\u002Frobots-txt-checker",[31],"robots.txt checker for AI crawlers"," shows which ones your robots.txt lets in.",{"title":341,"searchDepth":342,"depth":342,"links":1263},[1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1280],{"id":386,"depth":342,"text":387},{"id":556,"depth":342,"text":557},{"id":577,"depth":342,"text":578},{"id":756,"depth":342,"text":757},{"id":943,"depth":342,"text":944},{"id":1097,"depth":342,"text":1098},{"id":1122,"depth":342,"text":1123},{"id":1168,"depth":342,"text":1169},{"id":1198,"depth":342,"text":1199},{"id":280,"depth":342,"text":281,"children":1274},[1275,1276,1277,1278,1279],{"id":1218,"depth":352,"text":1219},{"id":1225,"depth":352,"text":1226},{"id":1232,"depth":352,"text":1233},{"id":1239,"depth":352,"text":1240},{"id":1246,"depth":352,"text":1247},{"id":329,"depth":342,"text":330},"Research","2026-10-08","We checked 90 AI answers: 85% of the 412 cited pages were cited only once, and ChatGPT cited none of Google's top 10. Exact-match pages won.","https:\u002F\u002Fcdn.onelence.com\u002Fimages\u002Fblog\u002Fwhat-ai-assistants-cite-marketing-analytics\u002Fai-citations-google-top10.png",{},"\u002Fblog\u002Fwhat-ai-assistants-cite-marketing-analytics",{"title":375,"description":1283},{"loc":1286},"blog\u002Fwhat-ai-assistants-cite-marketing-analytics","N6duwait8D1mqyw230DnbUFNgEXiHo1C6soWP8U8zTg",1793628414955]