Leader
87%of answers name it
The most visible B2B automation platforms on Google AI Mode, October 2026
Most cited source
17citations
From Google AI Mode
Where engines disagree most
One engine
This page reads Google AI Mode only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 3% | 0% | | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 3% | 3% | | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 3% | 0% | | 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 | 33.3% | 1 of 4 | 14 | Not read |
| 2 | | Brand site | 13.3% | 1 of 4 | 4 | 1 |
| 3 | | Community | 6.7% | 1 of 4 | 2 | 0 |
| 4 | | Community | 3.3% | 1 of 4 | 2 | 7 |
| 5 | | Brand site | 6.7% | 1 of 4 | 1 | 1 |
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | | Vendor site | 3.3% | 1 of 4 | 1 | 0 |
| 8 | | Consultancy | 3.3% | 1 of 4 | 1 | 7 |
| 9 | | Vendor site | 3.3% | 1 of 4 | 1 | 4 |
| 10 | | Brand site | 3.3% | 1 of 4 | 1 | Not read |
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| can one automation handle approvals, notifications, and record updates | English | No brand recommended |
| how do i replace manual data entry across business software | English | |
| what can replace staff moving information between spreadsheets and apps | English | |
| how can i replace email handoffs with an automated process | English | |
| what can replace repetitive copy and paste work across tools | English | No brand recommended |
Each engine's top three
Google AI Mode
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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.