{"identifier":"continuum-ranking-vs-ai-citation-2026-08-v1","name":"Does Google Ranking Predict AI Citation? A First-Hand Study, August 2026","alternateName":"Continuum Ranking-vs-Citation Study","description":"Aggregate results from an August 2026 first-hand test of whether pages that rank on Google get cited by AI. The 45 highest-impression queries a site ranks for at Google position 12 or better were run through a live web-search index and a browsing AI model. A separate 9-query sub-test checked two non-browsing models.","version":"1.1","datePublished":"2026-08-13","dateModified":"2026-08-13","temporalCoverage":"2026-08","collectionDatesLabel":"August 2026","creator":{"name":"Matthew Turley","url":"https://uxcontinuum.com/about"},"publisher":{"name":"Continuum","url":"https://uxcontinuum.com"},"engines":["Brave web-search index (retrieval proxy)","OpenAI gpt-4o-search-preview (browsing model)","OpenAI gpt-4o-mini (non-browsing sub-test)","xAI Grok-3 (non-browsing sub-test)"],"keywords":["AI citation","answer engine optimization","AEO","generative engine optimization","AI search","Google ranking","SEO","LLM citation","ChatGPT citation"],"layers":[{"id":"retrievable","label":"Retrievable (web index)","lens":"Brave live web search, 45 queries","numerator":27,"denominator":45,"percentage":60,"displayPercentage":"60%","definition":"The page was surfaced in a live web-search result for the query. This is what ranking buys, and it was the strongest layer."},{"id":"cited-browsing","label":"Cited when browsing","lens":"gpt-4o-search-preview, 45 queries","numerator":7,"denominator":45,"percentage":15.5556,"displayPercentage":"15.6%","definition":"The browsing model fetched sources and named the page in its answer. Ranking put the page in the candidate pool but rarely won the citation."},{"id":"parametric-recall","label":"Parametric recall (no browsing)","lens":"gpt-4o-mini and Grok-3, separate 9-query sub-test","numerator":0,"denominator":9,"percentage":0,"displayPercentage":"0%","definition":"A model with no web access named the page from memory alone. In a separate 9-query check it never did, on any query, on either model. Its denominator is 9, not 45."}],"queries":[{"query":"saasswitcher saas spend calculator","position":6.8,"impressions":5963,"retrieved":false,"braveRank":null,"cited":false},{"query":"how much equity should technical partner get doing all work","position":6.2,"impressions":5379,"retrieved":true,"braveRank":8,"cited":false},{"query":"what agreement does technical cofounder need protect equity","position":5.4,"impressions":5242,"retrieved":true,"braveRank":9,"cited":true},{"query":"cost to build website builder saas platform from scratch engineering team","position":2,"impressions":4658,"retrieved":true,"braveRank":2,"cited":true},{"query":"cost to start a saas company","position":6.1,"impressions":4150,"retrieved":true,"braveRank":5,"cited":false},{"query":"script for equity conversation technical cofounder","position":3.8,"impressions":4013,"retrieved":true,"braveRank":9,"cited":false},{"query":"how to price a 30 day saas design partner sprint","position":2.2,"impressions":3876,"retrieved":true,"braveRank":1,"cited":false},{"query":"saas platform development cost 2025 2026 per feature","position":3.9,"impressions":1955,"retrieved":true,"braveRank":8,"cited":false},{"query":"cofounder previously worked for an organization that developed software frameworks","position":8.2,"impressions":1495,"retrieved":false,"braveRank":null,"cited":false},{"query":"bennetthutt.com ai first product","position":8.9,"impressions":1188,"retrieved":false,"braveRank":null,"cited":false},{"query":"fractional cto cost","position":7.8,"impressions":832,"retrieved":true,"braveRank":2,"cited":false},{"query":"fractional cto rates","position":7.4,"impressions":754,"retrieved":true,"braveRank":1,"cited":false},{"query":"how much should i spend on a mvp","position":6.5,"impressions":747,"retrieved":true,"braveRank":9,"cited":false},{"query":"fractional cto hourly rate","position":8.8,"impressions":503,"retrieved":true,"braveRank":1,"cited":false},{"query":"saas startup costs","position":5.3,"impressions":502,"retrieved":true,"braveRank":2,"cited":true},{"query":"saas startup budget","position":9.3,"impressions":398,"retrieved":true,"braveRank":7,"cited":false},{"query":"what's the real database cost breakdown for a growing saas startup?","position":3.5,"impressions":294,"retrieved":true,"braveRank":1,"cited":false},{"query":"eastern europe development agency cost saas platform build","position":7.4,"impressions":264,"retrieved":false,"braveRank":null,"cited":false},{"query":"claude vs gpt-4o comparison 2026","position":3.2,"impressions":262,"retrieved":true,"braveRank":1,"cited":false},{"query":"saas cost calculator","position":10.3,"impressions":224,"retrieved":false,"braveRank":null,"cited":false},{"query":"how much does a fractional cto cost for a startup?","position":4,"impressions":212,"retrieved":true,"braveRank":5,"cited":false},{"query":"fractional cto","position":3.9,"impressions":202,"retrieved":false,"braveRank":null,"cited":false},{"query":"protect yourself as technical partner no equity agreement","position":6.8,"impressions":164,"retrieved":false,"braveRank":null,"cited":false},{"query":"relayplane","position":4,"impressions":157,"retrieved":true,"braveRank":3,"cited":false},{"query":"how much equity should a cto get?","position":3.3,"impressions":149,"retrieved":true,"braveRank":2,"cited":false},{"query":"is it worth hiring a fractional cto for an mvp?","position":5.3,"impressions":144,"retrieved":true,"braveRank":5,"cited":false},{"query":"pricen technical co-founder","position":9.2,"impressions":141,"retrieved":false,"braveRank":null,"cited":false},{"query":"saas vertical b2b automation platform setup fee monthly fee benchmarks 2026","position":6.3,"impressions":134,"retrieved":false,"braveRank":null,"cited":false},{"query":"can one developer build an mvp","position":11.5,"impressions":126,"retrieved":false,"braveRank":null,"cited":false},{"query":"signs you need a fractional cto","position":9.6,"impressions":122,"retrieved":false,"braveRank":null,"cited":false},{"query":"\"how i bootstrapped a saas to $50k mrr with no code\"","position":9.4,"impressions":118,"retrieved":false,"braveRank":null,"cited":false},{"query":"cto equity","position":3.1,"impressions":112,"retrieved":true,"braveRank":3,"cited":true},{"query":"continuum fractional executive","position":5.1,"impressions":111,"retrieved":true,"braveRank":6,"cited":true},{"query":"equity percentage developer builds entire product investor funds","position":9,"impressions":111,"retrieved":false,"braveRank":null,"cited":false},{"query":"startup cto equity","position":7.6,"impressions":110,"retrieved":true,"braveRank":2,"cited":false},{"query":"claude 3.5 sonnet vs gpt-4o coding performance 2026","position":11.9,"impressions":105,"retrieved":false,"braveRank":null,"cited":false},{"query":"technical co founder equity","position":8.7,"impressions":104,"retrieved":true,"braveRank":4,"cited":true},{"query":"does hiring fractional ctos actually save money","position":4.2,"impressions":87,"retrieved":true,"braveRank":4,"cited":false},{"query":"continuum fractional","position":3.3,"impressions":85,"retrieved":false,"braveRank":null,"cited":false},{"query":"how to hire a fractional cto for a startup?","position":6.8,"impressions":85,"retrieved":false,"braveRank":null,"cited":true},{"query":"how much does a fractional cto cost","position":3.3,"impressions":82,"retrieved":true,"braveRank":1,"cited":false},{"query":"\"cto\" or \"vp engineering\" \"legacy codebase\" or \"tech debt\" or \"modernize\" post b2b saas 2025 2026","position":4.2,"impressions":82,"retrieved":false,"braveRank":null,"cited":false},{"query":"claude 4 vs gpt-4o coding benchmarks 2026","position":2.7,"impressions":82,"retrieved":true,"braveRank":8,"cited":false},{"query":"fractional cto hourly rate 2025","position":6.7,"impressions":80,"retrieved":false,"braveRank":null,"cited":false},{"query":"claude 4 vs gpt-4o comparison 2026","position":3.7,"impressions":79,"retrieved":true,"braveRank":1,"cited":false}],"url":"https://uxcontinuum.com/data/does-google-ranking-predict-ai-citation-2026","methodologyUrl":"https://uxcontinuum.com/data/does-google-ranking-predict-ai-citation-2026#methodology","sourceReportUrl":"https://uxcontinuum.com/data/does-google-ranking-predict-ai-citation-2026","notes":["Counts are primary; percentages are derived from the numerator and denominator and rounded for display.","The 15.6% cited-when-browsing figure is 7 of the 45 queries in the main run. The 60% retrievable figure is 27 of the same 45.","The 0% parametric-recall figure comes from a separate 9-query no-browsing sub-test and uses a denominator of 9, not 45.","The 45 queries are the highest-impression queries the site ranks for at Google position 12 or better over the prior 90 days. Query strings are verbatim and uncurated.","This is a first-hand study of one site and should not be projected to all pages or all AI engines."]}