Leader
77%of answers name it
The most visible automation platforms on Google AI Overviews, October 2026
Most cited source
34citations
From Google AI Overviews
Where engines disagree most
One engine
This page reads Google AI Overviews only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| 1 | | 75 , range 59–85 | 77% | 50% | | First reading | |
| 2 | | 63 , range 46–77 | 63% | 37% | | First reading | |
| 3 | | 47 , range 36–66 | 47% | 23% | | First reading | |
| 4 | | 13 , range 3–38 | 13% | 3% | | First reading | |
| 5 | | 8 , range 2–37 | 10% | 3% | | First reading | |
| – | | Too few answers | 3% | 0% | None | First reading | |
| – | | Too few answers | 3% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading |
“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Social | 46.7% | 1 of 4 | 29 | Not read |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Community | 16.7% | 1 of 4 | 4 | 5 |
| 5 | | Brand site | 13.3% | 1 of 4 | 5 | 2 |
| 6 | | Brand site | 6.7% | 1 of 4 | 4 | 1 |
| 7 | | Community | 13.3% | 1 of 4 | 3 | 3 |
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| what tool can automate routine tasks across my business apps | English | |
| how can a small team connect apps and automate daily workflows | English | |
| what should i use to automate work between different software tools | English | |
| how do i automate repeated business processes without writing code | English | |
| how can i stop copying customer data between apps | English | |
| how do i send form responses to the right tools automatically | English | |
| how can i automate follow-ups when a new lead comes in | English | |
| how do i make several apps update when one record changes | English | No brand recommended |
| should i automate each task separately or connect the whole workflow | English | No brand recommended |
| what works better for routine work, manual handoffs or automated steps | English | No brand recommended |
Each engine's top three
Google AI Overviews
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Method
Each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.