Finance AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Spend and procurement Accounts payable automat › Small business September 2026 Edition

Accounts payable automation for small business buyers

Asked as “accounts payable automation software”, and as “invoice processing automation”, on behalf of a small B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
41% of first choices, clear leader.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01BILL41%21%62endorsed leader
02Ramp27%10%52accepted challenger
03Melio20%7%46accepted challenger
04QuickBooks7%0%17accepted challenger
Show the four products at 0%, ordered by negative rate
08Coupa0%80%10criticized challenger
07Tipalti0%48%25criticized challenger
06Stampli0%29%14criticized challenger
05Plooto0%0%11accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01BILL41%
02Ramp27%
03Melio20%
04QuickBooks7%
05Plooto0%
06Stampli0%
07Tipalti0%
08Coupa0%

02What they warned about

Seven of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.1 Fast, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
BILL
21%
13 of 62 labels negative · 9 of 12 models
“BILL (formerly Bill.com)** is actually a top recommendation for small businesses, but it has specific red flags to watch out for regarding integration.” GLM 4.7 FlashX, negative prompt
Basware
100%
7 of 7 labels negative · 7 of 12 models · 6 hard negative
“Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... **Why Avoid:** A small business ... will find the learning curve prohibitive” GLM 4.7 FlashX, negative prompt
SAP Concur
89%
8 of 9 labels negative · 7 of 12 models · 6 hard negative
“Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... they are generally **wildly oversized** for a small business.” GLM 4.7 FlashX, negative prompt
Coupa
80%
8 of 10 labels negative · 7 of 12 models · 5 hard negative
“Coupa is a comprehensive spend management platform. For a small business, it offers far more feature bloat than needed” Qwen 3.7 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 817 links across 201 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · Ramp40 answers · 62 citations · 11 models
28 answers · 28 citations · 9 models
vendor site · ApprovalMax27 answers · 28 citations · 9 models
23 answers · 29 citations · 9 models
vendor site · BILL20 answers · 22 citations · 9 models
vendor site · Tipalti20 answers · 21 citations · 9 models
16 answers · 26 citations · 9 models
vendor site · MakersHub15 answers · 16 citations · 8 models
vendor site · Invoice Fly14 answers · 15 citations · 8 models
14 answers · 14 citations · 8 models
14 answers · 14 citations · 8 models
vendor site · HighRadius13 answers · 17 citations · 9 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best accounts payable automation software for a small B2B company?”Paraphrase“Which invoice processing automation would you recommend to a small business that sells to other businesses?”Comparative“What are the top AP automation tools for a small team and how do they differ?”Budget-constrained“What is the best accounts payable automation software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an accounts payable automation software. What should we look at?”Negative“Which AP automation tools should a small business avoid or be cautious about?”
Claude Haiku 4.5BILL, Ramp
Three alternativesAirbase, MineralTree, Stampli
RhoChanged
Three alternativesBILL, Melio, Tipalti
against: Stampli
BILL, Ramp
Two alternativesMelio, Tipalti
Ramp
One alternativeMelio
no first choicenothing named
GPT-5.4 miniBILL
Three alternativesApprovalMax, Melio, Ramp
against: Tipalti
BILLHeld
Five alternativesBilltrust, Invoiced, Melio, Paystand, Plooto
BILL
Three alternativesAirbase, Melio, Ramp
against: Coupa, Tipalti
Melio, Zoho Books + BillPayagainst: BILL, Rampno first choiceagainst: ADP, SAP Concur, Softco
Gemini 3.5 FlashMelio
Four alternativesBILL, MakersHub, Ramp, Tipalti
MelioHeld
Four alternativesBILL, Plooto, Ramp, Upflow
Melio
Four alternativesApprovalMax, BILL, MakersHub, Ramp
Ramp
Three alternativesBILL, MakersHub, Melio
against: Stampli, Tipalti
Ramp
Two alternativesBILL, Melio
against: AvidXchange, BILL, Coupa, HighRadius, Melio, SAP Concur, Tipalti
Perplexity SonarBILL
Two alternativesMelio, Ramp
against: Tipalti
BILLHeld
Three alternativesInvoice Fly, QuickBooks, Xero
Ramp
Three alternativesBILL, Melio, Stampli
against: Tipalti
Melio
Three alternativesQuickBooks, Ramp, Xero
against: BILL
no first choiceagainst: Coupa, HighRadius, Medius, Sage Intacct
Grok 4.1 FastBILL
Two alternativesMelio, Ramp
against: SAP Concur
QuickBooksChanged
Three alternativesFreshBooks, Xero, Zoho Invoice
against: BILL
BILL
Three alternativesMelio, Plooto, Ramp
against: AvidXchange, Stampli, Tipalti
Melio, Rampagainst: AvidXchange, BILL, QuickBooks + add-ons, Stamplino first choiceagainst: AvidXchange, BILL, Basware, Coupa, HighRadius, Ramp, SAP Concur
Mistral SmallBILL
One alternativeRamp
BILLHeld
Two alternativesInvoiced, QuickBooks
BILL
Four alternativesApprovalMax, Melio, Plooto, Ramp
Melio
Two alternativesQuickBooks, Xero
no first choiceagainst: Sage Intacctagainst: Basware, Ramp, SAP Concur
DeepSeek V4 FlashBILL
Two alternativesMelio, Ramp
against: Tipalti
BILLHeld
Four alternativesMelio, QuickBooks, Ramp, Zoho Books
BILL, Ramp
Two alternativesMelio, Stampli
against: Tipalti
Melio
Four alternativesBILL, Plooto, QuickBooks, Ramp
no first choiceagainst: AvidXchange, BILL, Basware, Coupa, Medius, SAP Concur, Tipalti
Llama 4 MaverickBILL
Three alternativesDocuClipper, Fueler, Ramp
BILLHeld
Two alternativesAvidXchange, Medius
Ramp
Three alternativesBILL, Melio, Tipalti
no first choiceno first choiceagainst: BILL, Ramp, SutiAP, Tipalti
Qwen 3.7 FlashBILL, Ramp
One alternativeFueler
QuickBooksChanged
Two alternativesBILL, Invoice Fly
Ramp
Three alternativesBILL, Melio, Stampli
Ramp
One alternativeMelio
against: BILL
no first choiceagainst: Coupa, SAP Aribaagainst: BILL, Basware, Coupa, HighRadius, Melio, Oracle NetSuite, SAP Ariba, Sage Intacct
Kimi K2BILL
Three alternativesMelio, Ramp, Tipalti
BILLHeld
Two alternativesFreshBooks, QuickBooks
against: Wave
Ramp
Four alternativesApprovalMax, BILL, Melio, Plooto
Melio, Ramp
Two alternativesQuickBooks, Xero
against: BILL
no first choiceagainst: BILL, Basware, Coupa, HighRadius, Medius, SAP
GLM 4.7 FlashXRamp
Four alternativesBILL, Melio, Stampli, Tipalti
BILLChanged
One alternativeRamp
Melio, Ramp
Five alternativesApprovalMax, AvidXchange, BILL, Stampli, Tipalti
Ramp
Three alternativesInvoice Fly, Melio, Zoho Books
no first choiceagainst: BILL, Basware, Melio, Oracle NetSuite, Ramp, SAP Concur, Tipalti
MiniMax M2.5BILL, Ramp
Three alternativesMelio, Plooto, Stampli
BILL, QuickBooksChanged
Three alternativesChargebee, Ramp, Zoho Invoice
BILL, Ramp
Four alternativesAirbase, Melio, Stampli, Tipalti
Melio, Ramp
Three alternativesBILL, QuickBooks, Zoho Books
no first choiceagainst: Basware, SAP Concur
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:35yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:57yes56 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:03yes816 s
Direct recommendationPerplexity Sonarsonar2026-09-17 20:14yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:43yes2716 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 17:54yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:51yes812 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:32yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:30yes559 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:58yes1036 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:44yes1442 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:08yes1347 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:59yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:32yes37 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:52yes1019 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:54yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:06yes4117 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 19:30yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:05yes2360 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:06yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:07yes518 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:36yes1848 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:03yes1099 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:44yes928 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:14yes138 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:02yes615 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:10yes923 s
ComparativePerplexity Sonarsonar2026-09-17 19:03yes188 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:57yes2415 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 20:47yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:23yes1219 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 17:53yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:05yes1036 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:30yes1430 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:05yes14135 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:58yes551 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:03yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:25yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:13yes1924 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:41yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:08yes2715 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:47yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:40yes810 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:16yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:15yes934 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:01yes817 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:57yes23118 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:50yes815 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:49no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:48no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:55yes1156 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:17yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:10yes1210 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:30no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:35yes1979 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:00yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:58yes525 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:06yes974 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:57yes15184 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:57no07 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:33yes1712 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:14yes57 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:09yes2929 s
Negative framingPerplexity Sonarsonar2026-09-17 19:50yes204 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:37yes4119 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 17:57yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:19yes2831 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:02yes55 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:04yes1536 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:51yes2473 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:28yes28124 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:16yes2335 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
BILL AP & AR read as BILL
BILL AP/AR read as BILL
BILL.com read as BILL
Bill.com read as BILL
Corpay One read as Corpay
QuickBooks Bill Pay read as QuickBooks
QuickBooks Online read as QuickBooks
QuickBooks Online (with Advanced or Enterprise plans) read as QuickBooks
Ramp Bill Pay read as Ramp
Unresolved, counted raw
Apptivo / Odoo
Checkflo
Checkrun
Ken from Finance
Zoho Books + BillPay
Discontinued, still offered
No shut-down product was recommended here.
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