Accounts payable automation · November 2026 Edition
Ramp vs AvidXchange
Zero of fourteen models named Ramp first on the direct prompt; one named AvidXchange. Both were named by all fourteen models and both carry 41 labels, so the shares below are directly comparable.
Named in sixteen categories this edition.
Named in eleven categories this edition.
First-choice share23%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 14; printed, not drawn.
Labels4141Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, Ramp reading right to left. Rank and label count are printed, not drawn.Tipalti was named alongside these two in fourteen of the fourteen direct answers. BILL Accounts Payable vs Ramp · BILL Accounts Payable vs AvidXchange · Stampli vs Ramp
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the accounts payable automation page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RampFirst choices, of fourteen modelsAvidXchange
Direct01
Paraphrase02
Comparative00
Budget-constrained100
Scale-constrained00
Negative104 against Ramp · 4 against AvidXchange
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Ramp and AvidXchange stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | | |
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | | |
Ramp AvidXchange first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ramp on the left and AvidXchange on the right.The direct prompt
The plain question, one answer per model, grouped by where Ramp and AvidXchange stood in it.
AvidXchange first, Ramp not the choice
1 of 14 modelsRamp was named in the answer but not as the choice, or not at all.Llama 4 MaverickAvidXchange alternatives: Basware, Stampli, Tipalti
Neither was the first choice, one was named
12 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Rillion alternatives: AvidXchange, Medius, Quadient AP, Tipalti
GPT-5.4 miniStampli alternatives: BILL Accounts Payable, Ramp, Sage Intacct, Tipalti
Gemini 3.5 FlashStampli alternatives: Airbase, AvidXchange, Medius, Ramp, Tipalti
Perplexity SonarBILL Accounts Payable alternatives: Payhawk, Ramp, Stampli, Tipalti
Grok 4.20BILL Accounts Payable alternatives: AvidXchange, Melio, Stampli, Tipalti
Mistral SmallBILL Accounts Payable alternatives: AvidXchange, Payhawk, Stampli, Tipalti
DeepSeek V4 FlashStampli alternatives: AvidXchange, BILL Accounts Payable, Tipalti
Qwen 3.7 FlashBILL Accounts Payable alternatives: BlackLine, Coupa, Ramp, Tipalti
Kimi K2Stampli alternatives: AvidXchange, BILL Accounts Payable, MineralTree TotalAP, Tipalti
GLM 4.7 FlashXBILL Accounts Payable alternatives: AvidXchange, Coupa, Medius, Procurify, Quadient AP, Ramp, SAP Concur, Sage Intacct, Stampli, Tipalti
GPT-6 LunaStampli alternatives: AvidXchange, BILL Accounts Payable, Tipalti
Muse Glimmer 30BBILL Accounts Payable alternatives: AvidXchange, Stampli, Tipalti
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.MiniMax M2.5BILL Accounts Payable alternatives: Coupa, Procurify, Stampli, Tipalti
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Enterprise
The order flips: AvidXchange leads at enterprise.
AvidXchange2%#6 of 11Ramp0%#10 of 11What the models said about Ramp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“standalone consumer-grade payment apps (like early-stage versions of Ramp or Mercury Bill Pay) for large enterprises” Qwen 3.7 Flash · negative prompt · hard negative
What the models said about AvidXchange
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“AvidXchange has reported issues including the need to call or email to request stop payments, files that are too large to upload, and random queues from indexer bots” Claude Haiku 4.5 · negative prompt · soft negative
“Older enterprise-heavy platforms like Basware or AvidXchange ... often suffer from long implementation times” Qwen 3.7 Flash · negative prompt · soft negative
“Mentioned in similar Reddit threads as risky for implementations that "almost got CFOs fired"” Grok 4.20 · negative prompt · soft negative
“The best accounts payable automation software for a mid-market B2B company is AvidXchange.” Llama 4 Maverick · direct prompt · first choice
“Best Overall for Mid-Market Complexity: AvidXchange” Qwen 3.7 Flash · paraphrase prompt · first choice
“AvidXchange — Best for mid-market invoice automation.” Muse Glimmer 30B · paraphrase prompt · first choice
Also compared
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.