AI Visibility Index / expense management software

Measured 2026-09-10 · ChatGPT

Which expense management software does AI recommend?

We asked ChatGPT "what is the best expense management software?" and four related questions, then scored 4 real products on whether they appear in the answers. 3 of 4 were absent from the main answer entirely.

Products measured
4
Absent from the answer
3
Median score
44
Engine
ChatGPT

Who the model named

The products ChatGPT returned most often when asked to recommend in this category.

  1. Ramp
  2. Best overall for U.S. SMBs/mid-market
  3. SAP Concur

Scores

Products we measured in this category, highest visibility first. A red marker means the product was not named in the main answer.

ProductScoreNamed in Main answerFull report
Rydoo 71 4/5 named view answers
Emburse 54 3/5 absent view answers
Webexpenses 35 2/5 absent view answers
Soldo 34 2/5 absent view answers

Scores are from 2026-09-10 and will have moved since. Run a fresh scan to see today's.

How this was measured

Five prompts through ChatGPT with web search enabled, all on 2026-09-10. Each answer was graded on whether the brand was mentioned, how early it appeared relative to competitors, the tone used to describe it, and whether the brand's own domain was cited as a source. A failed engine call is excluded rather than scored as an absence. Full methodology and limitations.

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