Finance AI Index
Index Treasury and cash September 2026 Edition

Business bill pay

Asked as “bill pay platform for businesses”, and as “vendor payments software”, on behalf of a mid-market B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
35% of first choices, contested.

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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01BILL35%27%51criticized default
02Melio26%11%27accepted challenger
03Ramp7%3%30accepted challenger
04Tipalti7%4%26accepted challenger
05Stampli5%0%16accepted challenger
06AvidXchange2%0%25accepted challenger
07Bank Bill Pay2%6%17accepted challenger
Show the three products at 0%, ordered by negative rate
10Doxo0%47%19criticized challenger
09Prism0%36%11criticized challenger
08Papaya0%30%10criticized 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
09
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01BILL35%
02Melio26%
03Ramp7%
04Tipalti7%
05Stampli5%
06AvidXchange2%
07Bank Bill Pay2%
08Papaya0%
09Prism0%
10Doxo0%

02What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Doxo
47%
9 of 19 labels negative · 9 of 12 models · 9 hard negative
“**Doxo**: This online bill payment firm will pay $2.1 million to settle Federal Trade Commission allegations that it used misleading search ads to impersonate consumers' billers” Claude Haiku 4.5, negative prompt
BILL
27%
14 of 51 labels negative · 8 of 12 models · 5 hard negative
“BBB rating 1.09/5 (108+ reviews), 188 complaints in 3 years. Common issues: payment delays/holds, poor customer support, unauthorized charges” Grok 4.1 Fast, negative prompt
Prism
36%
4 of 11 labels negative · 4 of 12 models · 2 hard negative
“claiming to be "Prism Bill Pay" or offering legacy versions, **avoid them completely**” Gemini 3.5 Flash, negative prompt
Zelle
100%
3 of 3 labels negative · 3 of 12 models · 2 hard negative
“P2P apps like PayPal/Zelle aren't true bill pay (better for people-to-people).” Grok 4.1 Fast, comparative 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

64 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. 765 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · Rippling20 answers · 23 citations · 10 models
vendor site · BILL17 answers · 24 citations · 8 models
17 answers · 21 citations · 9 models
vendor site · Ramp16 answers · 26 citations · 8 models
vendor site · Rillion16 answers · 21 citations · 10 models
15 answers · 19 citations · 8 models
vendor site · Zipdo15 answers · 19 citations · 8 models
14 answers · 14 citations · 10 models
13 answers · 15 citations · 8 models
13 answers · 13 citations · 10 models
vendor site · Accounting Seed12 answers · 12 citations · 7 models
11 answers · 11 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 bill pay platform for businesses for a mid-market B2B company?”Paraphrase“Which vendor payments software would you recommend to a mid-sized B2B company?”Comparative“What are the top bill pay platforms and how do they differ?”Budget-constrained“What is the best bill pay platform for businesses for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a bill pay platform for businesses. What should we look at?”Negative“Which bill pay platforms should I avoid or be cautious about?”
Claude Haiku 4.5MineralTree
Four alternativesBILL, EBizCharge, Rillion, Versapay
BILLChanged
Three alternativesAvidXchange, Stampli, Tipalti
BILL
Six alternativesBilltrust, Doxo, Forwardly, HighRadius, Melio, Versapay
Bank Bill Pay
One alternativeQuicken
against: BILL
no first choiceagainst: BILL, Doxo
GPT-5.4 miniTipalti
Two alternativesBILL, Ramp
BILLChanged
Two alternativesAvidXchange, Tipalti
BILL
Two alternativesMelio, Ramp
Melio, QuickBooks Bill Pay
One alternativeBILL
against: Ramp
no first choicenothing named
Gemini 3.5 FlashStampli
Four alternativesAirbase, AvidXchange, Ramp, Tipalti
against: BILL, QuickBooks Online
StampliHeld
Three alternativesAirbase, Ramp, Tipalti
against: QuickBooks Bill Pay, SAP Ariba
BILL
Two alternativesMelio, Veem
against: QuickBooks Bill Pay
Melio
Four alternativesMercury, QuickBooks Bill Pay, Ramp, Rho
against: BILL
Tipalti
Five alternativesAvidXchange, Brex, MineralTree, Ramp, Stampli
against: Doxo, Papaya, Prism
Perplexity SonarBILL
Four alternativesAvidXchange, Ramp, Stampli, Tipalti
BILLHeld
Four alternativesCoupa, Plooto, Rillion, Veem
no first choiceMelio
Two alternativesBank Bill Pay, Ramp
against: BILL
no first choiceagainst: Doxo
Grok 4.1 FastBILL
Four alternativesAvidXchange, Ramp, Stampli, Tipalti
against: Melio
BILLHeld
Four alternativesAvidXchange, Ramp, Stampli, Tipalti
Bank Bill Pay
Three alternativesDoxo, Papaya, Quicken Simplifi
against: PayPal, Prism, Zelle
Melio
Two alternativesQuickBooks Bill Pay, Ramp
against: BILL
BILL, Ramp
One alternativeCoupa
against: BILL, Doxo, Fiserv/CheckFree, Papaya
Mistral SmallBILL
Two alternativesAvidXchange, Finexio
HighRadiusChanged
Two alternativesPlooto, Rillion
no first choiceMelio
One alternativeBank Bill Pay
no first choicenothing named
DeepSeek V4 FlashTipalti
Four alternativesAvidXchange, BILL, Ramp, Stampli
BILLChanged
Three alternativesAvidXchange, Stampli, Tipalti
Melio
Two alternativesAvidXchange, BILL
Melio
Two alternativesBank Bill Pay, QuickBooks Bill Pay
against: BILL
no first choiceagainst: BILL, Cash App, Doxo, PayPal, Prism, Venmo, Zelle
Llama 4 Maverickno first choiceHighRadius, RillionChangedno first choiceMelio
Three alternativesBank Bill Pay, Expensify, Rippling
no first choicenothing named
Qwen 3.7 FlashBILL
Three alternativesAvidXchange, Ramp, Tipalti
HighRadiusChanged
Three alternativesAvidXchange, BILL, Tipalti
BILL
Three alternativesMelio, Ramp, Rippling
Melio
One alternativeBank Bill Pay
against: BILL, Tipalti
no first choiceagainst: Doxo, MoneyGram / Western Union Bill Pay, Prism, Quicken Bill Manager, Rocket Money, SilverBills
Kimi K2BILL
Four alternativesAvidXchange, Melio, Rillion, Stampli
BILLHeld
Four alternativesAvidXchange, Ramp, Stampli, Tipalti
Melio
Four alternativesAvidXchange, BILL, Doxo, Ramp
Melio
Three alternativesBank Bill Pay, QuickBooks Bill Pay, Ramp
against: BILL
no first choiceagainst: BILL, Melioagainst: BILL, Cash App, Dave App, Doxo, Melio, Plastiq, Venmo, Willow Pays, Zelle
GLM 4.7 FlashXBILL, Ramp
Three alternativesAvidXchange, Stampli, Tipalti
BILLChanged
Two alternativesAvidXchange, Tipalti
Melio
Five alternativesAirbase, AvidXchange, BILL, Ramp, Tipalti
against: Bank Bill Pay
Melio, Ramp
Two alternativesQuickBooks Bill Pay, Wave
no first choiceagainst: BILL, CheQ, Doxo, Papaya
MiniMax M2.5AvidXchange, BILL
Two alternativesStampli, Tipalti
HighRadiusChanged
One alternativePlooto
Doxo
Six alternativesBrex, Expensify, Prism, Quicken Bill Manager, Ramp, Rippling
Melio
Two alternativesBank Bill Pay, Ramp
no first choiceagainst: Doxo
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 21:08yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:05yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:08yes2427 s
Direct recommendationPerplexity Sonarsonar2026-09-17 19:57yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:16yes4017 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:42yes139 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:28yes1927 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:55yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:06yes515 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:39yes1531 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:36yes1446 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:24yes514 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:53yes108 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:32no05 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:42yes2424 s
ParaphrasePerplexity Sonarsonar2026-09-17 18:17yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:08yes3117 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 20:16yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:01yes1922 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:11yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:05yes750 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:15yes1019 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:12no024 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:10yes510 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:36yes97 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:15yes58 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:19yes858 s
ComparativePerplexity Sonarsonar2026-09-17 21:02yes2016 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:51yes1615 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 17:56yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:00yes1520 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:59yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:18yes525 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:11yes722 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:48yes585 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:22yes729 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:54yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:22yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:49yes2322 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:06yes204 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:38yes3716 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:21yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:25yes810 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:28yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:58yes515 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:08yes819 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:21yes1529 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:17yes1037 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:20no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:31no04 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:15yes920 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:49yes1812 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:24yes1411 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:16no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:05yes2022 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:55yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:53no024 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:04yes1473 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:40yes25104 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:32no010 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:00yes2614 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:29no03 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:56yes1820 s
Negative framingPerplexity Sonarsonar2026-09-17 20:53yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:06yes4117 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 18:02yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:07yes2625 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:54yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:29yes1529 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:48yes2936 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:34yes1427 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:00yes514 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 read as BILL
Bill.com (BILL) read as BILL
Divvy read as BILL Spend & Expense
Ramp Bill Pay read as Ramp
Unresolved, counted raw
Anthroway
CheQ
Dave App
Everyday Money Management
Finexio
Fiserv/CheckFree
Kounta
Mint Bills
MoneyGram / Western Union Bill Pay
MyCheckFree
Origin
Paymentus/Finovera
TimelyBills / Prism
Your Bank\u2019s Mobile App
Discontinued, still offered
No shut-down product was recommended here.
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