Leader
83%of answers name it
The most visible accounting tools on ChatGPT, October 2026
Most cited source
21citations
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 | | 87 , range 75–94 | 83% | 75% | | First reading | |
| 2 | | 85 , range 72–93 | 79% | 71% | | First reading | |
| 3 | | 73 , range 49–84 | 63% | 50% | | First reading | |
| 4 | | 72 , range 48–83 | 58% | 50% | | First reading | |
| 5 | | 52 , range 37–75 | 42% | 38% | | First reading | |
| 6 | | 48 , range 34–72 | 38% | 33% | | First reading | |
| 7 | | 32 , range 17–48 | 17% | 17% | None | First reading | |
| 8 | | 30 , range 15–46 | 17% | 13% | None | First reading | |
| – | | Too few answers | 0% | 0% | | First reading | |
| – | | Too few answers | 0% | 0% | 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.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Media | 16.7% | 1 of 4 | 7 | 0 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Media | 4.2% | 1 of 4 | 1 | 0 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| accounting software with the best support | English | |
| which accounting software do experts recommend | English | |
Each engine's top three
ChatGPT
- 1
QuickBooks
- 2
Xero
- 3
FreshBooks
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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.