Make and Zapier were the only two workflow automation products ChatGPT and Gemini named in all six answers, 6 of 6 apiece, when we asked six different ways for the best tool in the category on August 4, 2026.
We put six buyer questions to ChatGPT and Gemini, one live web search each, and logged every product named and every source domain behind the answers. Twenty-one different products came up across the six answers, but the drop after the top two is steep: n8n landed in 5 of 6 answers (83%), Pipedream in 4 of 6 (67%), and then a cluster of three products, Lindy AI, monday.com and Relay.app, tied at 3 of 6 (50%).
The tail is long and thin. Ten of the twenty-one products we saw were named just once, 17% each: Activepieces, ClickUp, HubSpot, Jira, Pipefy, Power Automate, Scribe, Smartsheet, Tray.ai and Workato. A single mention means one phrasing of one question surfaced that product and the other five did not.
How the shortlist changed from question to question
The shortlist was not stable. Only Zapier and Make survived all six phrasings at 6 of 6. Every other product moved in and out depending on how the question was framed, which is the whole reason we ask more than one query instead of trusting a single "best" search.
The sharpest swing was the small-teams question. When we asked for the best workflow automation software for small teams, ChatGPT and Gemini named Zapier and Make and then six tools that fit nowhere else in that answer's automation-first company: Jira, monday.com, Asana, ClickUp, HubSpot and Smartsheet. Four of those six, ClickUp, HubSpot, Jira and Smartsheet, showed up in that one question and no other out of the six. n8n and Pipedream, strong everywhere else, were absent from the small-teams answer entirely.
The best-free question pulled its own crowd. Its eight names were Zapier, n8n, Make, Relay.app, Pipedream, Activepieces, monday.com and Scribe. Two of those, Activepieces and Scribe, appeared in this one question and nowhere else in the six. Activepieces is open-source and Scribe is a documentation tool, so "free" is doing real filtering work here rather than just reordering the usual list.
The most-affordable question surfaced the enterprise names, which is the counter-intuitive part. Alongside Zapier, Make, n8n and Pipedream, it returned Power Automate, Tray.ai, Workato and Pipefy. All four appeared only in the affordability question, and Tray.ai and Workato are integration platforms usually sold to large companies. Asking for "affordable" did not narrow the field to cheap tools, it widened it to four names the other five questions never mentioned.
The bare "best workflow automation software" question was the most automation-pure of the six. Its eight names, Zapier, Make, n8n, Gumloop, Relay.app, Pipedream, Lindy AI and Vellum, were all connectors or AI-automation builders, with none of the project trackers the small-teams phrasing pulled in. If you only measured this one query you would conclude the category is eight automation tools. The small-teams query alone would tell you it is six work-management apps plus Zapier and Make. Both are "the answer," and they share only two products.
Where the answers came from
Two domains fed all six answers: gumloop.com and thedigitalprojectmanager.com, cited in 6 of 6. Behind them, zapier.com appeared in 5 of 6, and lindy.ai, reddit.com and vellum.ai each in 4 of 6. Seventeen domains in total fed the six answers.
The key insight is that vendor-owned domains dominate this source list. gumloop.com is tied for the most-cited source at 6 of 6, zapier.com is next at 5 of 6, and lindy.ai, vellum.ai and blog.n8n.io each fed 3 to 4 answers. These are companies publishing their own roundups and comparison posts, and the AI is reading them as evidence.
Several of those vendors got named on the back of their own content. Zapier is the clean example: zapier.com was cited in 5 of 6 answers and Zapier the product was named in all 6. n8n was named in 5 of 6 with blog.n8n.io feeding 3 of those answers. Publishing a widely-read comparison page and getting named in the answer that cites it is the same motion, run by the same company.
Gumloop is the cautionary version of that story. gumloop.com was tied for the most-cited domain in the entire measurement at 6 of 6, yet Gumloop the product was named in only 2 of 6. Being the source the AI reads is not the same as being the product the AI recommends. Atlassian shows the same gap: atlassian.com fed 3 of 6 answers while Jira was named in just 1 of 6.
Community threads showed up but did not run the table: reddit.com fed 4 of 6 answers, and Quora did not appear at all. The rest were independent roundups such as thedigitalprojectmanager.com (6 of 6), wrike.com (2 of 6), technologyadvice.com, opscheck.com and stepper.io (1 each).
Classic review directories were almost absent. G2 and Capterra, the sites a vendor in this category probably pours the most energy into, fed none of the six answers. Gartner appeared once, in 1 of 6. For these two assistants on this category, a Reddit thread (4 of 6) was worth more than any star-rating directory.
What to do if you sell workflow automation software
If you want to be in these answers, the source list is the target, not your market share. ChatGPT and Gemini built each shortlist from the pages they retrieved, and the same seventeen domains keep coming back. Being named in 4, 5 or 6 of 6 tracked closely with having your own domain or a friendly roundup inside that retrieved set.
Three moves fall straight out of this data. Get onto the roundups that feed every answer: thedigitalprojectmanager.com fed 6 of 6 and is not your competitor. Earn the community presence that fed 4 of 6, since reddit.com outweighed every directory here. And publish your own comparison content the way Zapier, n8n, Lindy and Vellum do, because their domains fed 3 to 5 answers each and three of those four also got named.
One caution on that last move. wrike.com fed 2 of 6 answers but Wrike the product was never named in any of the six. Hosting the roundup gets you cited as a source, it does not put you on the list. You still have to earn a spot in the answer your own page feeds.
And watch the phrasing, because it decides the field. A project-management tool has almost no path into the bare "best" automation answer, but it owns the small-teams answer, where six of the eight names were work-management apps. A cheap tool is not automatically in the "most affordable" answer, which returned four enterprise names instead. You are not competing for one shortlist, you are competing for six, and they barely overlap.
The full list, counted
| Product | Named in | Share |
|---|---|---|
| Make | 6 of 6 | 100% |
| Zapier | 6 of 6 | 100% |
| n8n | 5 of 6 | 83% |
| Pipedream | 4 of 6 | 67% |
| Lindy AI | 3 of 6 | 50% |
| monday.com | 3 of 6 | 50% |
| Relay.app | 3 of 6 | 50% |
| Asana | 2 of 6 | 33% |
| Gumloop | 2 of 6 | 33% |
| Jotform Workflows | 2 of 6 | 33% |
| Vellum | 2 of 6 | 33% |
Every product above was named in more than one of the six answers. The other ten products in the measurement, from Activepieces to Workato, were each named in exactly 1 of 6.
A note on why Glotier is not here
Glotier does not sell workflow automation software, so we are correctly absent from all six of these answers, and we would not want to be named in a category we do not serve. But this measurement is exactly what we run for a customer's own category: the six questions, the products named, the domains behind them, laid out the way you just read. If you sell in this category, the same check on your own name is free, takes about a minute, and needs no account.