Leader
84%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 74–85 | 84% | 51% | | First reading | |
| 2 | | 73 , range 62–78 | 73% | 39% | | First reading | |
| 3 | | 69 , range 55–76 | 66% | 36% | | First reading | |
| 4 | | 52 , range 43–66 | 52% | 26% | | First reading | |
| 5 | | 38 , range 32–45 | 34% | 13% | | First reading | |
| 6 | | 35 , range 29–42 | 31% | 9% | | First reading | |
| 7 | | 35 , range 28–42 | 24% | 16% | | First reading | |
| 8 | | 31 , range 23–38 | 25% | 6% | | First reading | |
| 9 | | 24 , range 16–34 | 16% | 6% | | First reading | |
| 10 | | 21 , range 14–31 | 14% | 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 | | Media | 14.6% | 3 of 4 | 5 | 9 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Media | 6.3% | 2 of 4 | 1 | 0 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | | Media | 2.1% | 1 of 4 | 1 | 0 |
| 6 | | Media | 1.0% | 1 of 4 | 2 | 0 |
| 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 | |
| ERP software with GDPR-compliant hosting | English | |
| ERP software for wholesale distribution | English | |
| most reliable ERP software | English | |
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.