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What AI reads before it recommends Workflow Automation tools

One question, put to the two AI engines that hand back the pages they opened.

The question, as it was asked

“What are the best workflow automation tools?”

asked Sep 18, 2026 · Perplexity and Google AI Overviews · US English

These are not the leaderboard's engines. The leaderboard and the debate ask ChatGPT, Claude and Gemini. This page asks Perplexity and Google, because they are the two that disclose what they read. What an engine reads here does not explain a rank there.

Who they named

The companies each engine's answer named, in the order it first mentioned them. Order of mention is not a rank — neither engine ranked anything.

Google AI OverviewsGoogle AI Overviews named 5 companies
  1. 1Zapier×2#1
  2. 2Make×2#3
  3. 3n8n×2#6
  4. 4Gumloop—
  5. 5Microsoft Power Automate×2#4

Named here, not on our leaderboard

1 company the engines named is not on our leaderboard at all.

Gumloop

What they read

Every page each engine retrieved while answering. Retrieved is not the same as relied on — the engines report the pages they pulled back, and no engine tells anyone which of them changed its answer.

PerplexityPerplexity retrieved 43 pages from 34 sites· 9 of those pages sit on a company's own site

Most-read sites

zapier.comown site4 pages
thedigitalprojectmanager.com3 pages
automationatlas.io2 pages
capterra.comreview site2 pages
process.stown site2 pages
technovapartners.com2 pages
atlassian.comown site1 page
axis-intelligence.com1 page
ayautomate.com1 page
bardeen.ai1 page

Every page retrieved

Google AI OverviewsGoogle AI Overviews retrieved 6 pages from 5 sites

Most-read sites

youtube.comvideo2 pages
bika.ai1 page
experte.com×21 page
kdnuggets.com1 page
toolvetting.com1 page

Every page retrieved

The regulars

This is the first check for this category, so there is nothing to count across weeks yet. From the next one, each site carries how many of the last 5 checks it was retrieved in.

What these numbers rest onOne question · the dates · how often each engine was asked

This page is about one question, not about the category. It says: when a buyer asks this exact question, here is what each engine retrieved and who each one named. It does not say these are the pages AI reads about this category — measured, one question finds only about a third of the sites the engines keep returning to across a whole market.

  • Retrieved, never cited. The engines hand back the pages they pulled; none of them says which ones it leaned on.
  • Per engine, never pooled. The engines read mostly different webs, so a combined page count would describe a list neither of them produced. The only cross-engine facts here are that both engines read a site and that both engines named a company.
  • Counts, never rates. Every number here counts a named thing. There is no percentage anywhere on this page.
  • An engine we could not read is said so plainly and enters no count. It is never shown as a zero.

When an engine returns nothing — the call fails, Perplexity answers without searching, or Google shows no overview — it is asked again, up to 3 times in all. Whatever the last attempt gave is what is published, with the number of attempts beside it.

  • Perplexity — asked 3 times on Sep 18, 2026
  • Google AI Overviews — asked once on Sep 18, 2026

We do not open the retrieved pages. Everything here comes from what the engines themselves handed back. Both engines are asked from the United States, in English.

These are not the leaderboard's engines. The leaderboard and the debate ask ChatGPT, Claude and Gemini. This page asks Perplexity and Google, because they are the two that disclose what they read. What an engine reads here does not explain a rank there.

Methodology version 1.0.0Read the full methodology →

Earlier checks

This is the first check for this category, so there are no earlier weeks to link to yet. From the next one, each week's check is kept on that week's archive page.