Finance AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Treasury and cash Business bill pay › Small business September 2026 Edition

Business bill pay for small business buyers

Asked as “bill pay platform for businesses”, and as “vendor payments software”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
57% 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
01Melio57%11%57endorsed leader
02BILL23%30%60criticized challenger
03Ramp11%2%47accepted challenger
04Bank Bill Pay4%10%10accepted challenger
05QuickBooks Bill Pay2%8%26accepted challenger
06Plooto2%0%16accepted challenger
Show the one product at 0%, ordered by negative rate
07Tipalti0%43%14criticized 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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Melio57%
02BILL23%
03Ramp11%
04Bank Bill Pay4%
05QuickBooks Bill Pay2%
06Plooto2%
07Tipalti0%

02What they warned about

Seven of twelve models held their first choice under the paraphrase. Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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
30%
18 of 60 labels negative · 11 of 12 models · 9 hard negative
“Bill.com's recommendation engine has introduced fraudulent vendors, with one customer losing $5,680.22 to a vendor impersonating a state agency” Claude Haiku 4.5, negative prompt
Melio
11%
6 of 57 labels negative · 6 of 12 models · 1 hard negative
“Melio | 🟠 High | Funds disappear, accounts locked, 62% complaints unresolved” DeepSeek V4 Flash, negative prompt
Tipalti
43%
6 of 14 labels negative · 5 of 12 models · 1 hard negative
“**Avoid** enterprise-level platforms like Bill.com or Tipalti for now” Qwen 3.7 Flash, budget prompt
AvidXchange
80%
4 of 5 labels negative · 4 of 12 models · 1 hard negative
“AvidXchange (Avoid / High Caution) ... Predatory vendor monetization.” Gemini 3.5 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

66 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. 804 links across 176 sites, every framing counted. Ranked by the number of answers carrying the site or page.

40 answers · 58 citations · 9 models
29 answers · 29 citations · 10 models
vendor site · Rippling28 answers · 36 citations · 9 models
vendor site · BILL25 answers · 35 citations · 9 models
vendor site · Accounting Seed25 answers · 26 citations · 9 models
vendor site · Ramp21 answers · 34 citations · 9 models
18 answers · 19 citations · 10 models
vendor site · Melio15 answers · 22 citations · 7 models
13 answers · 14 citations · 5 models
13 answers · 13 citations · 9 models
12 answers · 15 citations · 8 models
vendor site · Zipdo12 answers · 14 citations · 7 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 bill pay platform for businesses for a small B2B company?”Paraphrase“Which vendor payments software would you recommend to a small business that sells to other businesses?”Comparative“What are the top bill pay platforms for a small team and how do they differ?”Budget-constrained“What is the best bill pay platform for businesses for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a bill pay platform for businesses. What should we look at?”Negative“Which bill pay platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5BILL
Four alternativesMelio, Nickel, PayPal, Square
BILLHeld
Three alternativesMelio, Nickel, Stampli
Ramp
Three alternativesBILL, Melio, Zoho Books
Bank Bill Pay, Ramp
Two alternativesQuickBooks Bill Pay, Zoho Books
against: BILL
no first choiceagainst: BILL, Plastiq
GPT-5.4 miniBILL
Three alternativesMelio, QuickBooks Bill Pay, Ramp
BILLHeld
Four alternativesAirbase, Melio, Ramp, Tipalti
BILL, Melio
Two alternativesAirbase, Ramp
Melio
Two alternativesBILL, QuickBooks Bill Pay
no first choicenothing named
Gemini 3.5 FlashMelio
Four alternativesBILL, Forwardly, MakersHub, Ramp
MelioHeld
Three alternativesBILL, Ramp, Stripe
Melio
Five alternativesBILL, MakersHub, QuickBooks Bill Pay, Ramp, Tipalti
Melio
Two alternativesQuickBooks Bill Pay, Ramp
against: BILL
BILL, Ramp
Three alternativesBrex, Melio, QuickBooks Bill Pay
against: Airbase, Tipalti
against: AvidXchange, BILL, Bank Bill Pay, Melio, Plastiq
Perplexity SonarMelio
Two alternativesBILL, Ramp
MelioHeld
Four alternativesBILL, Plooto, Ramp, Tipalti
Melio
Three alternativesBILL, QuickBooks Bill Pay, Ramp
against: Xero
Melio
Two alternativesQuickBooks Bill Pay, Ramp
against: BILL
no first choiceagainst: AvidXchange, BILL, Brex, QuickBooks Bill Pay, Ramp, Stampli, Tipalti
Grok 4.1 FastMelio
Two alternativesBILL, Ramp
MelioHeld
Three alternativesBILL, QuickBooks Bill Pay, Ramp
Melio
One alternativeBILL
Melio
Two alternativesQuickBooks Bill Pay, Ramp
against: BILL
BILL, Melio, Ramp
One alternativeRippling
against: BILL, Corpay, Melio, QuickBooks Bill Pay
Mistral SmallMelio
Two alternativesBILL, Plooto
QuickBooks Bill PayChanged
Two alternativesMelio, Plooto
Melio
Four alternativesBILL, MakersHub, QuickBooks Online, Ramp
Melio
One alternativeBank Bill Pay
no first choiceagainst: BILL, Rippling
DeepSeek V4 FlashMelio
Four alternativesBILL, QuickBooks Bill Pay, Rippling, Xero
MelioHeld
Four alternativesBILL, Plooto, QuickBooks Bill Pay, Ramp
Melio, QuickBooks Bill Pay
Three alternativesBILL, Plooto, Ramp
against: AvidXchange, Tipalti
Melio
Four alternativesBank Bill Pay, Bluevine, Mercury, Ramp
against: BILL
BILL
Four alternativesMelio, Plooto, QuickBooks Bill Pay, Ramp
against: BILL, Melio, PayPal Bill Pay
Llama 4 MaverickBILL
Two alternativesPayoneer, Ramp
no first choiceChangedMelio
Six alternativesBILL, Plooto, QuickBooks Bill Pay, Ramp, Xero, Zoho Books
Bank Bill Pay, Melio
Two alternativesAccounting Seed, Rippling
no first choiceagainst: BILL, Melio, QuickBooks Payments, Square, Stripe
Qwen 3.7 FlashMelio
Two alternativesBILL, Bank Bill Pay
BILLChanged
Four alternativesPlooto, Square Invoices, Stripe Invoicing / Stripe Payment Links, Wave
Melio
Two alternativesBILL, Ramp
Melio
Two alternativesRamp, Zoho Books
against: BILL, Tipalti
BILL
Two alternativesBillwerk, Rippling
against: Coupa
against: BILL, BILL Spend & Expense, Rippling
Kimi K2Melio
Two alternativesBILL, Ramp
Melio, RampChanged
Three alternativesBILL, Helcim, Plooto
Melio
Three alternativesBILL, Mercury, Ramp
against: Stampli
Melio
Two alternativesBank Bill Pay, Ramp
no first choiceagainst: BILL, Doxo, Melio, Plastiq
GLM 4.7 FlashXBILL, Melio
Two alternativesQuickBooks Bill Pay, Ramp
against: Tipalti
PlootoChanged
Three alternativesBILL, Helcim, Melio
against: AvidXchange, Tipalti
Melio
Two alternativesBILL, Ramp
Melio
Two alternativesBank Bill Pay, QuickBooks Bill Pay
no first choiceagainst: BILL, BillGO
MiniMax M2.5Melio
Two alternativesBILL, Ramp
MelioHeld
Two alternativesQuickBooks Online, Stampli
Melio
Five alternativesBILL, Brex, Plooto, Ramp, Rippling
Melio, Ramp
Two alternativesExpensify, Mercury
against: BILL
no first choiceagainst: BILL, Melio
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 21:00yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:01yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes1460 s
Direct recommendationPerplexity Sonarsonar2026-09-17 20:45yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:45yes3417 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 18:51yes1310 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:39yes1015 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:55yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:40yes930 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:07yes919 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:28yes2477 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:12yes921 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:55yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:08yes46 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:51yes1623 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:08yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:56yes2714 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:55yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:55yes2625 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:19yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:48yes1032 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:03yes1017 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:25yes1546 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:52yes535 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:07yes910 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:23yes410 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:57yes1626 s
ComparativePerplexity Sonarsonar2026-09-17 19:52yes1911 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:44yes1811 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 20:47yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:35yes2434 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:37yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:36yes516 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:51yes947 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:16yes2433 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:26yes820 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:48yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:30yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:15yes1923 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:01yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:24yes3619 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:53yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:10yes813 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:08yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:02yes1038 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:15yes1333 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:46yes23115 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:27yes724 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:07no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:55no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:30yes1024 s
Scale constrainedPerplexity Sonarsonar2026-09-17 20:32yes2010 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:15yes1111 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:58no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:28yes1542 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:10yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:34no029 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:43yes949 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:14no013 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:02no07 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:58yes3612 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:47yes46 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:10yes2935 s
Negative framingPerplexity Sonarsonar2026-09-17 18:01yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:18yes3518 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 20:44yes54 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:05yes2882 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:57yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:23yes521 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:34yes2534 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:20yes1829 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:37yes1224 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.com read as BILL
BILL.com (Bill.com) read as BILL
Bill.com read as BILL
Bill.com (BILL) read as BILL
Divvy read as BILL Spend & Expense
Divvy (by Ramp) read as BILL Spend & Expense
QuickBooks read as QuickBooks Online
Ramp Bill Pay read as Ramp
Rippling Bill Pay read as Rippling
Unresolved, counted raw
Apron
BillGO
Billwerk
Prytula
QuadPay / Affirm
Stripe Invoicing / Stripe Payment Links
Discontinued, still offered
No shut-down product was recommended here.
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