Leader
92%of answers name it
The most visible B2B ERP tools on ChatGPT, October 2026
Most cited source
20citations
From ChatGPT
Where engines disagree most
One engine
This page reads ChatGPT only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| 1#1 overall | | 90 , range 78–96 | 92% | 75% | | First reading | |
| 2#2 overall | | 82 , range 69–91 | 79% | 63% | | First reading | |
| 3#3 overall | | 77 , range 58–87 | 75% | 50% | | First reading | |
| 4#4 overall | | 70 , range 46–81 | 63% | 42% | | First reading | |
| 5#5 overall | | 62 , range 42–78 | 63% | 29% | | First reading | |
| 6#6 overall | | 55 , range 39–76 | 50% | 33% | | First reading | |
| 7#7 overall | | 46 , range 33–71 | 38% | 29% | | First reading | |
| 8#8 overall | | 44 , range 33–68 | 46% | 17% | | First reading | |
| 9#9 overall | | 37 , range 25–56 | 33% | 13% | | First reading | |
| 10#10 overall | | 36 , range 22–53 | 29% | 13% | | 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 | | Review site | 50.0% | 1 of 4 | 10 | 22 |
| 2 | | Industry authority | 29.2% | 1 of 4 | 15 | 11 |
| 3 | | Brand site | 41.7% | 1 of 4 | 13 | 2 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | | Brand site | 25.0% | 1 of 4 | 7 | 3 |
| 6 | | Brand site | 12.5% | 1 of 4 | 4 | 2 |
| 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
ChatGPT
Related leaderboards
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.