Leader
88%of answers name it
The most visible B2B ERP tools on Google AI Overviews, October 2026
Most cited source
42citations
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#1 overall | | 78 , range 62–87 | 88% | 46% | | First reading | |
| 2#2 overall | | 68 , range 48–81 | 71% | 38% | | First reading | |
| 3#3 overall | | 56 , range 41–74 | 63% | 25% | | First reading | |
| 4#4 overall | | 49 , range 37–71 | 50% | 25% | | First reading | |
| 5#5 overall | | 38 , range 26–54 | 38% | 8% | | First reading | |
| 6#6 overall | | 36 , range 23–50 | 38% | 4% | | First reading | |
| 7#7 overall | | 33 , range 9–48 | 21% | 13% | | First reading | |
| 8#8 overall | | 31 , range 8–45 | 25% | 4% | | First reading | |
| = 9#9 overall | | 13 , range 3–39 | 17% | 0% | | First reading | |
| = 9#9 overall | | 13 , range 2–40 | 13% | 4% | | 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 | 79.2% | 1 of 4 | 23 | 7 |
| 2 | | Directory | 50.0% | 1 of 4 | 6 | 13 |
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Community | 33.3% | 1 of 4 | 7 | 21 |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Media | 29.2% | 1 of 4 | 4 | 8 |
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 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 |
|---|---|---|
| best ERP software for a manufacturing company | English | |
| ERP software recommendations for a finance director | English | |
| top ERP software | English | |
| how to choose ERP software | English | No brand recommended |
| what to look for in ERP software | English | No brand recommended |
| ERP software for a team of 20 to 200 | English | |
| ERP software that integrates with Shopify | English | No brand recommended |
| ERP software with GDPR-compliant hosting | English | No brand recommended |
| ERP software for wholesale distribution | English | No brand recommended |
| most reliable ERP software | English | |
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.