Last-Touch Attribution Only Captures 10% of n8n's AEO Conversions
Key Takeaways
GA4 last-touch attributed just ~1% of n8n's conversions to AEO. Their post-conversion survey attributed ~9% — a roughly 10x gap.
90% of AEO conversions never click a citation link, so they land in analytics as “direct” traffic and go unattributed. AI works as a recommendation engine, not a referral link.
Organic and paid search showed similar proportions across both GA4 and the survey, which supports the survey as a reliable signal and makes the AEO discrepancy harder to dismiss.
Since n8n began tracking LLMs as a channel in late 2025, LLM-attributed conversions have roughly doubled month over month, with a conversion rate 33% higher than organic search.
A single post-conversion “how did you hear about us?” question is enough to surface the attribution last-touch misses entirely.
The Attribution Gap
Most marketing teams undervalue AEO because their analytics don't tell the full story. Traditional tools like GA4 only capture last-touch attribution, missing how answer engines influence the path to conversion.
n8n, the workflow automation platform, compared GA4 last-touch data against post-conversion survey data and found a significant gap between the two. n8n tracks conversions through GA4 last-touch attribution and through a post-conversion survey asking users how they heard about the product.
According to GA4, AEO accounted for roughly 1% of conversions. But according to their survey data, it accounted for roughly 9%. Organic and paid search showed similar proportions across both sources, supporting the survey as a reliable signal and making the AEO discrepancy harder to dismiss.
The pattern mirrors what marketers saw with social media a decade ago: strong influence on the customer journey, almost invisible in last-touch reporting.
Why Last-Touch Misses AI
When someone asks an AI tool for a recommendation and gets directed to n8n, they typically go directly to the product without clicking a citation link. That visit lands in GA4 as “direct” traffic with no attribution.
According to n8n's data, 90% of AEO conversions never click a citation link, are thus unattributed, and show as “direct” in analytics. AI functions as a recommendation engine rather than a referral link.
The Growth Trend
n8n began tracking LLMs as a channel in their survey in late 2025. Since then, LLM-attributed conversions have roughly doubled month over month. AEO also shows a conversion rate 33% higher than organic search.
What This Means for Marketers
Last-touch attribution was built for a click-based world. AI-driven discovery does not work that way, which means AEO will be systematically undercounted by standard analytics tools.
Two steps are worth considering. First, account for this gap when reporting on AEO to stakeholders. Second, implement a post-conversion survey. A single “how did you hear about us?” question is enough to surface attribution that last-touch misses entirely.
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Researchers
Founder and CEO of Graphite, the research-driven growth agency behind work for Webflow, Adobe, and Upwork. Teaches SEO and AEO at Reforge and is an adjunct professor at IE Business School. Research published in the Financial Times, Axios, and The Atlantic. Previously a growth advisor to Masterclass, Robinhood, and Honey.
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