Leader
92%of answers name it
The most visible travel and expense tools on ChatGPT, October 2026
Most cited source
33citations
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 | | 92 , range 79–97 | 92% | 83% | None | First reading | |
| 2 | | 89 , range 76–95 | 88% | 79% | None | First reading | |
| 3 | | 87 , range 74–94 | 88% | 75% | None | First reading | |
| 4 | | 86 , range 73–94 | 83% | 75% | None | First reading | |
| 5 | | 73 , range 53–85 | 67% | 54% | None | First reading | |
| 6 | | 61 , range 43–77 | 58% | 38% | None | First reading | |
| 7 | | 43 , range 32–62 | 42% | 17% | None | First reading | |
| 8 | | 35 , range 11–50 | 21% | 17% | None | First reading | |
| 9 | | 31 , range 7–46 | 17% | 13% | None | 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
No answer cited a source of this type (Reference).
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| business travel and expense software with the best support | English | |
| which business travel and expense software do experts recommend | English | |
Each engine's top three
ChatGPT
- 1
Navan
- 2
SAP Concur
- 3
TravelPerk
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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.