# Expense management: what fourteen AI models recommend, and why, November 2026

Gane Index, November 2026 Edition. Page: https://www.gane.ai/index/finance/spend/expense-management/guide

Fourteen AI models were asked for expense management software six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 61 products. Nine of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top eight in the order the mid-market standing puts them, with what the models said for and against each, in their words. Ramp leads at 31% of first choices, and the standing is contested.

## At a glance

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Ramp | 31% | 5% | 59 |
| 2 | Zoho Expense | 29% | 0% | 51 |
| 3 | Expensify | 12% | 14% | 65 |
| 4 | BILL Spend & Expense | 6% | 7% | 43 |
| 5 | Rippling Spend | 6% | 0% | 15 |
| 6 | Navan | 4% | 7% | 42 |
| 7 | Brex | 4% | 8% | 37 |
| 8 | Emburse | 2% | 15% | 13 |

## 1. Ramp

Ramp is #1 of 9 at 31% of first choices, 59 labels, negative rate 5%. By buyer: small business #2 of 6 at 19%; mid-market #1 of 9 at 31%; enterprise #2 of 6 at 16%.


## 2. Zoho Expense

Zoho Expense is #2 of 9 at 29% of first choices, 51 labels, negative rate 0%. By buyer: small business #1 of 6 at 48%; mid-market #2 of 9 at 29%; enterprise unranked.

- For: "Zoho Expense stands out as the best expense management software for companies with a limited budget" (Grok 4.20, budget prompt)
- For: "For the tightest budgets: Start with Zoho Expense (free plan) or Wave (completely free)." (Kimi K2, budget prompt)

## 3. Expensify

Expensify is #3 of 9 at 12% of first choices, 65 labels, negative rate 14%. By buyer: small business #3 of 6 at 13%; mid-market #3 of 9 at 12%; enterprise #3 of 6 at 10%.

- For: "rated 4.5/5 on Capterra; it has its quirks but far fewer "horror stories" than Divvy or Rydoo" (DeepSeek V4 Flash, negative prompt)
- For: "Choose Expensify if you want flexibility with existing cards and strong receipt scanning" (Kimi K2, comparative prompt)
- Against: "Expensify, if your team relies on a very simple mobile workflow. Recent user reviews report that interface changes made submitting expenses more confusing" (GPT-6 Luna, negative prompt)

## 4. BILL Spend & Expense

BILL Spend & Expense is #4 of 9 at 6% of first choices, 43 labels, negative rate 7%. By buyer: small business #4 of 6 at 13%; mid-market #4 of 9 at 6%; enterprise unranked.

- For: "Choose Ramp or BILL Spend & Expense if: You qualify for corporate cards and want an end-to-end software platform with $0 fees." (Gemini 3.5 Flash, budget prompt)
- Against: "the two I'd most strongly caution against based on user experiences" (DeepSeek V4 Flash, negative prompt)

## 5. Rippling Spend

Rippling Spend is #5 of 9 at 6% of first choices, 15 labels, negative rate 0%. By buyer: small business unranked; mid-market #5 of 9 at 6%; enterprise unranked.

- For: "The Best "All-in-One" Platform: Rippling ... Rippling has become the preferred choice for mid-market companies" (Qwen 3.7 Flash, direct prompt)
- For: "Navan / Rippling Spend is the safest default from the mid-market trust data" (Muse Glimmer 30B, paraphrase prompt)

## 6. Navan

Navan is #6 of 9 at 4% of first choices, 42 labels, negative rate 7%. By buyer: small business unranked; mid-market #6 of 9 at 4%; enterprise #4 of 6 at 6%.


## 7. Brex

Brex is #7 of 9 at 4% of first choices, 37 labels, negative rate 8%. By buyer: small business #5 of 6 at 2%; mid-market #7 of 9 at 4%; enterprise #5 of 6 at 4%.

- Against: "Some AI models and budget-conscious users advise avoiding Brex's standard per-user plans due to their pricing structure" (Mistral Small, negative prompt)

## 8. Emburse

Emburse is #8 of 9 at 2% of first choices, 13 labels, negative rate 15%. By buyer: small business unranked; mid-market #8 of 9 at 2%; enterprise unranked.

- For: "1. Emburse Certify (Best Overall for Mid-Market)" (Claude Haiku 4.5, paraphrase prompt)
- For: "all have stronger customer support reputations in recent reviews" (DeepSeek V4 Flash, negative prompt)
- Against: "There are specific warnings to "avoid" this tool due to unresponsive customer service" (Qwen 3.7 Flash, negative prompt)
- Against: "Implementations take longer, the user interface feels dated compared to Ramp/Brex, and total cost of ownership is higher." (Gemini 3.5 Flash, direct prompt)

## Questions the record answers

**Which expense management software do AI models name first most often?** Ramp, in 31% of first choices for a mid-market B2B company in the November 2026 Edition, from 59 labels. The standing is contested: the models did not settle on one product.

**Does the answer change with the size of the company?** Small business: Zoho Expense at 48%. Mid-market: Ramp at 31%. Enterprise: SAP Concur at 63%. Each standing is computed within its segment and never pooled.

**Which framing changes the answer?** The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct Ramp; paraphrase Ramp; comparative Ramp; budget-constrained Zoho Expense; scale-constrained BILL Spend & Expense; negative Expensify. The table above has the counts.

**How stable is one answer?** The repeat measurement is published with the next edition.

**Where do the answers come from?** Fourteen of the fourteen models return sources. Their 73 answers here cite 741 pages; the sites cited most are leadchangegroup.com, bill.com, use.expensify.com. The category page lists them all.

**Can a vendor pay to be on this list?** No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.