Leader
86%of answers name it
The most visible ERP tools, October 2026
Most cited source
52citations
From Google AI Mode and Google AI Overviews
Where engines disagree most
They agree
Every engine names the same top three.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| 1 | | 80 , range 74–86 | 86% | 55% | | First reading | |
| 2 | | 71 , range 59–77 | 72% | 40% | | First reading | |
| 3 | | 68 , range 56–75 | 67% | 39% | | First reading | |
| 4 | | 53 , range 45–65 | 54% | 29% | | First reading | |
| 5 | | 41 , range 35–49 | 38% | 16% | | First reading | |
| 6 | | 39 , range 33–46 | 36% | 12% | | First reading | |
| 7 | | 37 , range 31–44 | 26% | 17% | | First reading | |
| 8 | | 35 , range 30–42 | 31% | 8% | | First reading | |
| 9 | | 29 , range 9–36 | 18% | 7% | | First reading | |
| 10 | | 16 , range 6–33 | 13% | 5% | | 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 | | Community | 12.5% | 3 of 4 | 10 | 14 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Community | 3.1% | 2 of 4 | 1 | 0 |
| 4 | | Community | 1.0% | 1 of 4 | 2 | 0 |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Community | 1.0% | 1 of 4 | 1 | Not read |
| 7 | | Community | 1.0% | 1 of 4 | 1 | 0 |
The questions, and who wins each
Each engine's top three
Google AI Mode
Gemini
Google AI Overviews
ChatGPT
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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.