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 |
|---|---|---|---|---|---|---|---|
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 8% | 0% | None | First reading | |
| – | | Too few answers | 4% | 4% | None | First reading | |
| – | | Too few answers | 0% | 0% | | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | | First reading | |
| – | | Too few answers | 8% | 4% | | 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 | | Brand site | 62.5% | 1 of 4 | 11 | 10 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Brand site | 50.0% | 1 of 4 | 7 | 7 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | | Brand site | 29.2% | 1 of 4 | 5 | 15 |
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | | Brand site | 12.5% | 1 of 4 | 4 | 5 |
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| best business travel and expense software for a distributed company | English | |
| business travel and expense software recommendations for an office manager | English | |
| top business travel and expense software | English | |
| how to choose business travel and expense software | English | |
| what to look for in business travel and expense software | English | No brand recommended |
| business travel and expense software for a team of 20 to 200 | English | |
| business travel and expense software that integrates with Xero | English | |
| business travel and expense software with GDPR-compliant hosting | English | |
| business travel and expense software for consulting | English | |
| most reliable business travel and expense software | 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.