Leader
46%of answers name it
Leader
46%of answers name it
Most cited source
31citations
From Google AI Mode, Google AI Overviews and ChatGPT
Where engines disagree most
They agree
Every engine names the same top three.
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| – | Trendix | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | | First reading | |
| – | Wizards Hive | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | WizPro ERP | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | | 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.
First reading. No comparable previous month yet.
No clear rise.
No clear fall.
No drop-outs.
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Brand site | 15.8% | 3 of 4 | 9 | 5 |
| 2 | | Brand site | 6.7% | 3 of 4 | 11 | 1 |
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Brand site | 6.7% | 3 of 4 | 15 | 1 |
| 5 | | Consultancy | 11.7% | 4 of 4 | 3 | 15 |
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | | Community | 5.8% | 2 of 4 | 6 | 3 |
| 10 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| best erp software for small manufacturers | English | |
| inventory and accounting software for small manufacturers | English | |
| how can a small manufacturer manage purchasing, inventory, and production | English | |
| how to keep orders, stock, and accounts in sync | English | No brand recommended |
| spreadsheet-based operations vs integrated software for small manufacturers | English | No brand recommended |
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.