Expense management: what twelve AI models recommend, and why, September 2026
Twelve AI models were asked for expense management software six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 216 answers, in which a judge labeled 46 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 34% of first choices, and the standing is contested.
At a glance
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  Ramp | 34% | 6% | 52 | Mid-market | endorsed leader |
| 2 |  Zoho Expense | 17% | 3% | 31 | Small business | accepted challenger |
| 3 |  Spendesk | 11% | 0% | 16 | none | accepted challenger |
| 4 |  Rippling Spend | 9% | 0% | 24 | none | accepted challenger |
| 5 |  BILL Spend & Expense | 9% | 14% | 28 | none | accepted challenger |
| 6 |  Expensify | 4% | 16% | 50 | none | accepted challenger |
| 7 |  Navan | 4% | 0% | 29 | none | accepted challenger |
| 8 |  SAP Concur | 2% | 32% | 40 | Enterprise | criticized challenger |
The full standing, every product with 10 labels or more, is on the category page, with the products at zero and the ones warned against.
How a product gets on this list
The judge reads every answer
A product is on the record because a model named it in an answer and the judge labeled the naming: first choice, alternative, mention, caution or warning, each with the sentence it came from. 46 products were named for expense management software this edition.
10 labels and a first choice
A product is ranked once it carries 10 labels in a segment and at least one first choice there. Below that it is named but not ranked, and it says so on its page. The vendor table that folds spellings into products is versioned; this page was scored under vv2026-09.2.
6 points
The same categories are asked again with nothing changed to measure how much an answer moves on its own. A change in share smaller than the floor is not reported as a change. The repeat, model by model.
The six questions
| Framing | The question |
|---|---|
| Direct | What is the best expense management software for a mid-market B2B company? |
| Paraphrase | Which employee expense reporting tool would you recommend to a mid-sized B2B company? |
| Comparative | What are the top expense management tools and how do they differ? |
| Budget-constrained | What is the best expense management software for a company with a limited budget? |
| Scale-constrained | We are a 500 person company evaluating an expense management software. What should we look at? |
| Negative | Which expense management tools should I avoid or be cautious about? |
1. Ramp
Ramp is #1 of 9 for the mid-market buyer at 34% of first choices, from 52 labels by 12 of 12 models; 6% of those labels were cautions or warnings. Seven of twelve models named it first on the direct question. It led the direct, paraphrase, comparative, negative framings. By buyer: small business #2 of 6 at 23%; mid-market #1 of 9 at 34%; enterprise #2 of 7 at 11%.
3 of 12 models argued against it somewhere in their answers, 0 as a warning.
What the models said for it
No positive label in this category carried a quote.
And against it
No negative label in this category carried a quote.
2. Zoho Expense
Zoho Expense is #2 of 9 for the mid-market buyer at 17% of first choices, from 31 labels by 12 of 12 models; 3% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. It led the budget-constrained framing. By buyer: small business #1 of 6 at 36%; mid-market #2 of 9 at 17%; enterprise #7 of 7 at 3%.
What the models said for it
“the strongest overall choice is usually Zoho Expense because it is repeatedly identified as the best budget-friendly option” Perplexity Sonar · budget prompt · first choice
“The best expense management software for a company with a limited budget includes Zoho Expense, BILL Spend & Expense, and Ramp.” Llama 4 Maverick · budget prompt · first choice
And against it
“those that demand manual receipt handling (Expensify, Dext, Zoho Expense, SAP Concur)” Mistral Small · negative prompt · soft negative
3. Spendesk
Spendesk is #3 of 9 for the mid-market buyer at 11% of first choices, from 16 labels by 10 of 12 models; 0% of those labels were cautions or warnings. One of twelve models named it first on the direct question. By buyer: small business unranked; mid-market #3 of 9 at 11%; enterprise unranked.
What the models said for it
“Spendesk - a comprehensive spend management platform offering a clear view of an organization's expenditures.” Llama 4 Maverick · paraphrase prompt · first choice
“or Spendesk if you prefer a more comprehensive spend management platform that can grow with your company” MiniMax M2.5 · paraphrase prompt · first choice
And against it
No negative label in this category carried a quote.
4. Rippling Spend
Rippling Spend is #4 of 9 for the mid-market buyer at 9% of first choices, from 24 labels by 12 of 12 models; 0% of those labels were cautions or warnings. Two of twelve models named it first on the direct question. By buyer: small business unranked; mid-market #4 of 9 at 9%; enterprise unranked.
What the models said for it
“Rippling Spend – Best if you want one platform that ties HR, payroll, and expense reporting together.” GLM 4.7 FlashX · paraphrase prompt · first choice
“Spendesk, Expensify, SAP Concur, or Rippling Spend are often cited as top recommendations” Mistral Small · paraphrase prompt · first choice
And against it
No negative label in this category carried a quote.
5. BILL Spend & Expense
BILL Spend & Expense is #5 of 9 for the mid-market buyer at 9% of first choices, from 28 labels by 10 of 12 models; 14% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. By buyer: small business #4 of 6 at 13%; mid-market #5 of 9 at 9%; enterprise unranked.
4 of 12 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
No positive label in this category carried a quote.
And against it
“75+ reviews cite integration issues; 50+ mention fraud concerns” Kimi K2 · negative prompt · hard negative
6. Expensify
Expensify is #6 of 9 for the mid-market buyer at 4% of first choices, from 50 labels by 12 of 12 models; 16% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. By buyer: small business #3 of 6 at 19%; mid-market #6 of 9 at 4%; enterprise #5 of 7 at 5%.
7 of 12 models argued against it somewhere in their answers, 0 as a warning.
What the models said for it
“I'd recommend starting with Expensify if you want the most established and widely-used tool” MiniMax M2.5 · paraphrase prompt · first choice
“Spendesk, Expensify, SAP Concur, or Rippling Spend are often cited as top recommendations” Mistral Small · paraphrase prompt · first choice
And against it
“A mixed picture — it rates well overall (4.5/5 on G2), but has had a notable drop in sentiment since the "New Expensify" redesign” DeepSeek V4 Flash · negative prompt · soft negative
“Expensify has recently faced criticism for a radical political email sent to users, which many viewed as a privacy violation” GLM 4.7 FlashX · negative prompt · soft negative
7. Navan
Navan is #7 of 9 for the mid-market buyer at 4% of first choices, from 29 labels by 11 of 12 models; 0% of those labels were cautions or warnings. Two of twelve models named it first on the direct question. By buyer: small business unranked; mid-market #7 of 9 at 4%; enterprise #6 of 7 at 3%.
What the models said for it
“Navan consistently ranks as the top all-in-one travel and expense platform, with leading scores for overall satisfaction, ease of use” Claude Haiku 4.5 · direct prompt · first choice
And against it
No negative label in this category carried a quote.
8. SAP Concur
SAP Concur is #8 of 9 for the mid-market buyer at 2% of first choices, from 40 labels by 12 of 12 models; 32% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. By buyer: small business unranked; mid-market #8 of 9 at 2%; enterprise #1 of 7 at 66%.
7 of 12 models argued against it somewhere in their answers, 2 as a warning.
What the models said for it
“Spendesk, Expensify, SAP Concur, or Rippling Spend are often cited as top recommendations” Mistral Small · paraphrase prompt · first choice
“SAP Concur and Navan lead for large enterprises” GLM 4.7 FlashX · comparative prompt · first choice
And against it
“The most frequently criticized option among users, with consistent themes across G2 and Trustpilot” DeepSeek V4 Flash · negative prompt · hard negative
Where the models split
By framing, mid-market buyer
| Framing | Named first most often | Then |
|---|---|---|
| Direct | Ramp 7 of 12 models | Navan (2), Rippling Spend (2), Spendesk (1) |
| Paraphrase | Ramp 6 of 12 models | Spendesk (4), Expensify (2), Rippling Spend (2) |
| Comparative | Ramp 5 of 12 models | Navan (1), SAP Concur (1), Zoho Expense (1) |
| Budget-constrained | Zoho Expense 8 of 12 models | BILL Spend & Expense (3), Ramp (2), Wave (2) |
| Scale-constrained |  Airbase 1 of 12 models | Ramp (1) |
| Negative | Ramp 2 of 12 models | Zoho Expense (2), Brex (1), Rho (1) |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Zoho Expense 36% | Ramp, Expensify, BILL Spend & Expense |
| Mid-market | Ramp 34% | Zoho Expense, Spendesk, Rippling Spend |
| Enterprise | SAP Concur 66% | Ramp, Emburse, Brex |
Across the categories asked twice, a leader's share moved 3 points at the median and the index calls a change only above 6 points. Every category by buyer.
Questions the record answers
Which expense management software do AI models name first most often?
Ramp, in 34% of first choices for a mid-market B2B company in the September 2026 Edition, from 52 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 36%. Mid-market: Ramp at 34%. Enterprise: SAP Concur at 66%. 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 Airbase; negative Ramp. The table above has the counts.
How stable is one answer?
Asked again with nothing changed, the models moved their own first choice 68% of the time across the repeat sample; Across the categories asked twice, a leader's share moved 3 points at the median and the index calls a change only above 6 points.
Where do the answers come from?
Twelve of the twelve models return sources. Their 65 answers here cite 734 pages; the sites cited most are learn.g2.com, gartner.com, ofx.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.
The rest of the record on expense management
Every answer, every label and its evidence quote are in the free record. Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.