Leader
64%of answers name it
AI: how the engines answer the board's questions; Search: Google's top 10 for the questions' demand keywords; All: both combined. How the Heralded Score works.
Leader
64%of answers name it
Most cited source
36citations
From Google AI Overviews and ChatGPT
Where engines disagree most
2/4engines put it in their top three
Top three on Google AI Mode and ChatGPT, not on Gemini and Google AI Overviews
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 75 , range 54–81 | 75
| 64% | 31% | | First reading | |
| 2 | | New entry | 73 , range 43–80 | 73
| 58% | 30% | | First reading | |
| 3 | | New entry | 53 , range 28–70 | 53
| 36% | 22% | | First reading | |
| 4 | | New entry | 53 , range 22–62 | 53
| 28% | 15% | | First reading | |
| 5 | | New entry | 51 , range 23–61 | 51
| 26% | 17% | | First reading | |
| 6 | | New entry | 45 , range 7–53 | 45
| 15% | 11% | | First reading | |
| 7 | | New entry | 44 , range 10–54 | 44
| 18% | 10% | | First reading | |
| 8 | | New entry | 34 , range 13–50 | 34
| 15% | 6% | | First reading | |
| 9 | | New entry | 16 , range 0–54 | 16
| 2% | 2% | | First reading | |
| 10 | | New entry | 12 , range 0–53 | 12
| 4% | 1% | None | 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 | | Regulator | 20.0% | 2 of 4 | 21 | 0 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Community | 18.3% | 3 of 4 | 9 | 6 |
| 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. | |||||
| Question | Language | Wins it |
|---|---|---|
| What’s the best accounting software for small businesses? | English | |
| How can small businesses track income and expenses? | English | |
| How can a small business keep track of expenses? | English | |
| How do I record my business’s income and expenses? | English | |
| Accounting software or spreadsheets for a small business? | English | |
| Outsourced or in-house accounting for entrepreneurs? | English | No brand recommended |
| What’s an alternative to spreadsheet accounting for small businesses? | English | |
| What can I use instead of manually tracking my business expenses? | English | |
| I’m a freelancer looking for online accounting software to manage invoices and expenses. | English | |
| I run a business with five employees and need simple bookkeeping software. | English | |
For the AI side, 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.