Which brands do AI assistants recommend when someone asks for automation software? The July 2026 data gives a lopsided answer. Zapier drew 147,255 mentions across AI search surfaces in our measurement window, roughly 28 times more than the next automation platform we tracked (DataForSEO LLM-mentions index, July 2026). The pattern behind the headline number matters more than the number itself: Google's AI experiences generated 95 percent or more of measured citations for every domain we checked, which means AI visibility still rides on organic search authority. This page collects the counts, the splits by surface, and the honest limits of the methodology, so anyone tracking AI-search visibility for a SaaS brand can quote the numbers with the right caveats. If the category itself is new to you, start with what an AI agent platform is.

Bar chart styled illustration comparing July 2026 AI citation counts for Zapier, Lindy, Gumloop, and n8n, with Google AI surfaces dwarfing ChatGPT mentions for every platform
Four automation platforms, one lopsided distribution: Google AI surfaces produce 95 percent or more of measured citations

What do the July 2026 citation counts show?

Four automation platforms, one measurement window, one index. The table shows total mentions across AI search surfaces in July 2026 and how those mentions split between Google AI experiences and ChatGPT (DataForSEO LLM-mentions index, measured by our research pipeline).

Platform (domain)Total AI mentionsVia Google AI surfacesVia ChatGPT
Zapier (zapier.com)147,255142,5024,753
Lindy (lindy.ai)5,195+Predominant shareNot broken out
Gumloop (gumloop.com)2,5352,52411
n8n (n8n.io)2,0421,96775

Reading across the rows, the story is consistent. The incumbent dominates in absolute terms, and every platform earns the overwhelming majority of its citations through Google AI surfaces. The one wrinkle sits in the ChatGPT column: n8n collects 75 ChatGPT mentions against Gumloop's 11 despite a smaller total, an early hint that assistant-specific audiences differ. We look at both patterns below, and at what challengers can realistically do about a 28x gap. The short version matches the playbook behind lists like our roundup of Zapier alternatives that use AI: win specific tasks, not the category head term.

Key LLM citation statistics for 2026

Every number below comes from the same July 2026 measurement unless labeled otherwise. Each entry pairs the count with the context needed to quote it accurately.

Why do Google AI surfaces dominate the counts?

Google's AI experiences sit on top of the same crawl, index, and ranking infrastructure as classic Google search. When an AI answer needs sources about automation software, it reaches for domains that search already trusts, so a brand's decade of accumulated links and rankings converts directly into AI citations. Zapier's 142,502 Google-surface mentions are less a new phenomenon than existing search authority wearing a new interface.

Scale does the rest. Google handles billions of queries a day, and AI answers now attach to a meaningful share of them, so even a modest citation rate per query produces counts no standalone assistant matches yet. In our reading, that carries a blunt implication: for the next few quarters at least, the reliable path to AI visibility is still organic authority, not a separate AI-only channel. Chasing assistant-specific tricks before the search foundation exists gets the order backwards. A separate distinction matters for interpreting these answers at all: whether your buyers are reading generative summaries or delegating to software that acts. We unpack that split in agentic AI vs generative AI.

How does ChatGPT citation volume compare?

ChatGPT's counts look tiny next to Google's, between roughly 20x and 500x smaller per domain, but the comparison needs care. ChatGPT answers many questions without citing anything, its search modes attach fewer links per answer than Google's AI experiences, and its query volume, while large, is still a fraction of Google's. A small measured count does not mean small influence on buyers; it means fewer observable citation events.

The mix is the more interesting signal. n8n's 75 ChatGPT mentions against Gumloop's 11, despite fewer total mentions, suggests ChatGPT's citation behavior tilts toward brands with strong developer communities and documentation footprints rather than pure search authority. We have found that pattern worth watching: if assistant-native audiences keep diverging from search audiences, platforms that treat ChatGPT as its own channel will compound an edge. And if you are still mapping what these assistants are and are not, our comparison of AI agents vs chatbots draws the line.

How we measured these numbers

The counts come from DataForSEO's LLM-mentions index, queried in July 2026 by our research pipeline. A mention is one recorded citation of a domain across AI search surfaces, including Google AI experiences and ChatGPT, aggregated across all locations. Four things to keep in mind before quoting the numbers:

We chose these four domains because buyers comparing automation and AI agent platforms shortlist them together constantly. We publish the numbers as measured, including the ones that cut against a challenger narrative.

How should SaaS teams read these numbers?

Start with the boring conclusion. Since Google AI surfaces drive 95 percent or more of measured citations, organic search authority is still the input that moves AI visibility, and nothing exotic outranks it. Rankings, links, and crawlable content remain the foundation; the AI answer layer inherits them.

The second move follows from the 2025 industry analyses: because most LLM citations appear to point to pages outside the top 100 organic results, deep and specific pages can earn citations even when they never rank. Statistics pages, honest comparisons, and task-level explainers are the formats we see assistants quote. It is why head-to-head pages such as Gravity vs Zapier and task explainers like what an AI agent can actually do exist as standalone URLs rather than paragraphs inside a hub.

Third, for challengers staring at a 28x gap: do not contest the head term. Assistants recommend Zapier for the category question because the web does. The winnable queries are specific: a vertical, a task, a constraint like price. And given the YouTube correlation in published studies, in our experience the fastest-compounding channel outside your own site is video that answers those same specific questions.

Frequently asked questions

What counts as an LLM citation in this data?

A citation here is one recorded mention of a domain across AI search surfaces, including Google AI experiences and ChatGPT, as captured by DataForSEO's LLM-mentions index. It covers brand and link mentions surfaced in AI answers, aggregated across all locations, not clicks and not conversions.

Which automation platform do AI assistants cite most?

Zapier, by a wide margin. We measured 147,255 mentions for zapier.com across AI search surfaces in July 2026, roughly 28 times more than Lindy, the next automation platform in the data, and about 15 times more than Lindy, Gumloop, and n8n combined.

Where do most LLM citations come from right now?

Google AI surfaces. Across the domains we measured, Google AI experiences accounted for roughly 95 percent or more of citations, with 142,502 of Zapier's 147,255 mentions arriving that way. ChatGPT contributed a much smaller share, between roughly 20x and 500x fewer mentions per domain.

Do ChatGPT and Google AI surfaces cite the same brands?

The overall ranking is similar, but the mix shifts. n8n earned 75 ChatGPT citations against Gumloop's 11, despite having fewer total mentions, which suggests developer-oriented brands can punch above their weight inside ChatGPT while lagging on Google surfaces.

How stable are these citation counts over time?

Not very. These are point-in-time counts from a July 2026 measurement, and AI answer engines re-rank sources continuously as models, indexes, and answer formats change. Treat the ratios as the durable finding, not the absolute numbers, and re-measure monthly if you track AI visibility seriously.

Sources