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 54 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 35% of first choices, and the standing is contested.
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 | 35% | 8% | 53 | Mid-market | endorsed leader | |
| 2 | 21% | 5% | 38 | Small business | accepted challenger | |
| 3 | 10% | 17% | 64 | none | accepted challenger | |
| 4 | 6% | 11% | 46 | none | accepted challenger | |
| 5 | 4% | 12% | 34 | none | accepted challenger | |
| 6 | 4% | 7% | 27 | none | accepted challenger | |
| 7 | 4% | 8% | 24 | none | accepted challenger | |
| 8 | 4% | 44% | 45 | 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.
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. 54 products were named for expense management software this edition.
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 v2026-10.7.
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.
| 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? |
Ramp is #1 of 9 for the mid-market buyer at 35% of first choices, from 53 labels by 14 of 14 models; 8% of those labels were cautions or warnings. Seven of fourteen models named it first on the direct question. It led the direct, paraphrase, comparative, negative framings. By buyer: small business #2 of 6 at 25%; mid-market #1 of 9 at 35%; enterprise #2 of 5 at 15%.
4 of 14 models argued against it somewhere in their answers, 0 as a warning.
“Ramp or Brex (Best for Card-First, Modern Spend Management): Free platform fees, incredibly fast to set up, highly modern UI, and top-tier AI receipt matching.” Gemini 3.5 Flash · scale prompt · first choice
“Ramp (Best Overall Free Option) ... Go with Ramp. It will save your team dozens of hours of manual receipt-chasing, and you will pay $0 in software fees.” Gemini 3.5 Flash · budget prompt · first choice
No negative label in this category carried a quote.
Zoho Expense is #2 of 9 for the mid-market buyer at 21% of first choices, from 38 labels by 14 of 14 models; 5% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. It led the budget-constrained framing. By buyer: small business #1 of 6 at 37%; mid-market #2 of 9 at 21%; enterprise unranked.
“If you have 3 or fewer users: Go with Zoho Expense's free plan — it's the most generous truly free option with real features.” DeepSeek V4 Flash · budget prompt · first choice
“Zoho Expense free tier or Wave free accounting for pure tracking... Zoho Expense at ~$3/user/mo once you outgrow the free tier.” Muse Glimmer 30B · budget prompt · first choice
“Zoho Expense - has poor and slow customer support, glitches, bugs, and performance issues.” Llama 4 Maverick · negative prompt · hard negative
“Review pages for tools like Zoho Expense mention pricing complaints from users, especially around subscriptions and minimum billing.” GPT-5.4 mini · negative prompt · soft negative
Expensify is #3 of 9 for the mid-market buyer at 10% of first choices, from 64 labels by 14 of 14 models; 17% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. By buyer: small business #3 of 6 at 19%; mid-market #3 of 9 at 10%; enterprise #5 of 5 at 2%.
11 of 14 models argued against it somewhere in their answers, 4 as a warning.
“Expensify | Small to mid-sized businesses, SMBs, distributed teams | $5/user/month ... Simple onboarding, fast expense submission, excellent value for money” GLM 4.7 FlashX · comparative prompt · first choice
“### 1. Expensify (Best All-Rounder) ... Choose Expensify if: You want the safest bet with the widest range of accounting software connections.” Qwen 3.7 Flash · paraphrase prompt · first choice
“criticized for complex and unintuitive interfaces, unexpected fees, unreliable credit card syncing, and poor customer support” Mistral Small · negative prompt · hard negative
“Came under fire for receipt scanning methodology using third-party ML services... recurring technical and syncing problems” MiniMax M2.5 · negative prompt · hard negative
BILL Spend & Expense is #4 of 9 for the mid-market buyer at 6% of first choices, from 46 labels by 14 of 14 models; 11% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #4 of 6 at 14%; mid-market #4 of 9 at 6%; enterprise #4 of 5 at 4%.
5 of 14 models argued against it somewhere in their answers, 1 as a warning.
No positive label in this category carried a quote.
“BILL/Divvy (bugs and support)” DeepSeek V4 Flash · negative prompt · hard negative
Brex is #5 of 9 for the mid-market buyer at 4% of first choices, from 34 labels by 14 of 14 models; 12% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. It led the scale-constrained framing. By buyer: small business #5 of 6 at 4%; mid-market #5 of 9 at 4%; enterprise unranked.
4 of 14 models argued against it somewhere in their answers, 1 as a warning.
No positive label in this category carried a quote.
“Brex (Avoid if you are a bootstrapped or traditional small business)” Gemini 3.5 Flash · negative prompt · hard negative
Rippling Spend is #7 of 9 for the mid-market buyer at 4% of first choices, from 24 labels by 13 of 14 models; 8% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #7 of 9 at 4%; enterprise unranked.
“Rippling Spend if you want the best balance of usability, automation, and internal-system integration.” GPT-5.4 mini · direct prompt · first choice
“Rippling Spend (if you want a unified HR/expense platform)” MiniMax M2.5 · direct prompt · first choice
“Reviews of broad platforms like Rippling note the initial setup can feel like a larger undertaking than a standalone expense tool.” GPT-5.4 mini · negative prompt · soft negative
SAP Concur is #8 of 9 for the mid-market buyer at 4% of first choices, from 45 labels by 14 of 14 models; 44% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #8 of 9 at 4%; enterprise #1 of 5 at 68%.
11 of 14 models argued against it somewhere in their answers, 3 as a warning.
“Choose SAP Concur / Navan for large, international B2B with travel + expense integration and strict compliance.” Muse Glimmer 30B · direct prompt · first choice
“Cautions: Slow OCR, rigid workflows, and approver experience issues are common in larger enterprise rollouts.” Muse Glimmer 30B · negative prompt · hard negative
“SAP Concur - has an outdated and unintuitive user interface, complex and time-consuming expense submission.” Llama 4 Maverick · negative prompt · hard negative
| Framing | Named first most often | Then |
|---|---|---|
| Direct | Airbase (3), Expensify (2), Navan (2) | |
| Paraphrase | Expensify (3), BILL Spend & Expense (1), Emburse Professional, formerly Emburse Certify (1) | |
| Comparative | Expensify (3), Airwallex (1), Brex (1) | |
| Budget-constrained | Ramp (3), BILL Spend & Expense (2) | |
| Scale-constrained | Ramp (1) | |
| Negative | Expensify (1), Zoho Expense (1) |
| Buyer | Leads | Then |
|---|---|---|
| Small business | Ramp, Expensify, BILL Spend & Expense | |
| Mid-market | Zoho Expense, Expensify, BILL Spend & Expense | |
| Enterprise | Ramp, Emburse, BILL Spend & Expense |
Across the categories asked twice, a leader's share moved 3 points at the median and the index calls a change only above 10 points. Every category by buyer.
Ramp, in 35% of first choices for a mid-market B2B company in the October 2026 Edition, from 53 labels. The standing is contested: the models did not settle on one product.
Small business: Zoho Expense at 37%. Mid-market: Ramp at 35%. Enterprise: SAP Concur at 68%. Each standing is computed within its segment and never pooled.
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 Brex; negative Ramp. The table above has the counts.
Asked again with nothing changed, the models moved their own first choice 67% 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 10 points.
Fourteen of the fourteen models return sources. Their 77 answers here cite 1,016 pages; the sites cited most are bill.com, ofx.com, ramp.com. The category page lists them all.
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.
Every answer, every label and its evidence quote are in the record, sent on request. The page is published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.