Finance AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Receivables and billing Cash application › Small business September 2026 Edition

Cash application for small business buyers

Asked as “cash application software”, and as “payment matching automation”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
14% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01QuickBooks Payments14%0%24accepted challenger
02BILL12%5%20accepted challenger
03Gaviti10%5%19accepted challenger
04Upflow4%0%15accepted challenger
05Lunos4%0%10accepted challenger
06Versapay2%7%15accepted challenger
07Billtrust2%76%29criticized challenger
Show the three products at 0%, ordered by negative rate
09BlackLine Cash Application0%100%12criticized challenger
08Esker0%82%11criticized challenger
10HighRadius0%81%37criticized 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% negative30%
Key
01QuickBooks Payments14%
02BILL12%
03Gaviti10%
04Upflow4%
05Lunos4%
06Versapay2%
07Billtrust2%
08Esker0%
09BlackLine Cash Application0%
10HighRadius0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, 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.
HighRadius
81%
30 of 37 labels negative · 11 of 12 models · 7 hard negative
“typical enterprise-grade "cash application" software (such as *HighRadius, Billtrust, or BlackLine*) is not a viable option” Gemini 3.5 Flash, budget prompt
Billtrust
76%
22 of 29 labels negative · 10 of 12 models · 6 hard negative
“**Avoid** HighRadius, Esker, and most of Billtrust/BlackLine unless your payment volume or audit requirements genuinely justify enterprise pricing.” DeepSeek V4 Flash, comparative prompt
Cash App
100%
8 of 8 labels negative · 7 of 12 models · 6 hard negative
“designed for personal use and explicitly prohibit business transactions. Using them for business can result in account freezes, higher fees, or loss of funds.” Mistral Small, negative prompt
Esker
82%
9 of 11 labels negative · 7 of 12 models · 3 hard negative
“**Esker, Versapay**: Mid-market tools typically requiring $10M+ in annual receivables” Kimi K2, 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

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. 914 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · HighRadius40 answers · 56 citations · 10 models
32 answers · 51 citations · 9 models
vendor site · Lunos32 answers · 39 citations · 10 models
vendor site · Cashbook31 answers · 33 citations · 10 models
vendor site · Ledge30 answers · 33 citations · 9 models
vendor site · Upflow27 answers · 33 citations · 10 models
vendor site · Rex21 answers · 24 citations · 9 models
vendor site · RemitClear19 answers · 28 citations · 10 models
vendor site · Stuut16 answers · 20 citations · 5 models
vendor site · Bluecopa16 answers · 16 citations · 10 models
16 answers · 16 citations · 8 models
15 answers · 26 citations · 8 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 cash application software for a small B2B company?”Paraphrase“Which payment matching automation would you recommend to a small business that sells to other businesses?”Comparative“What are the top cash application tools for a small team and how do they differ?”Budget-constrained“What is the best cash application software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a cash application software. What should we look at?”Negative“Which cash application tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Chaser
Three alternativesBilltrust, Gaviti, Upflow
BILL, MelioChanged
One alternativeSage Intacct
Upflow
Three alternativesCommitly, Lunos, Tidely
against: BlackLine AR Intelligence, HighRadius, Sidetrade
Monk
Two alternativesFinban, Helu
against: Billtrust, BlackLine Cash Application, HighRadius
no first choiceagainst: PayPal, Venmo
GPT-5.4 miniBilltrust
One alternativePaystand
against: SAP Cash Application
BILL, KollenoChangedagainst: BilltrustGaviti, Quadient Accounts Receivable
Two alternativesBILL, Paystand
against: Emagia
Plooto
One alternativeInvoiced
against: BILL
no first choicenothing named
Gemini 3.5 FlashRemitClear
Three alternativesQuadient Accounts Receivable, Upflow, Versapay
against: Billtrust, BlackLine Cash Application, HighRadius
Bill360Changed
Three alternativesKolleno, Monk, Upflow
against: BlackLine Cash Application, HighRadius
Upflow
Five alternativesForwardly, Gaviti, Quadient Accounts Receivable, Stuut, Versapay
against: Billtrust, BlackLine Cash Application, HighRadius
RemitClear
Four alternativesMelio, Plooto, QuickBooks Online, Xero
against: Billtrust, BlackLine Cash Application, Chaser, HighRadius
Gaviti, Quadient Accounts Receivable, Tesorio, Upflow
One alternativeRemitClear
against: Billtrust, BlackLine Cash Application, HighRadius
against: Billtrust, BlackLine Cash Application, Cash App, Esker, HighRadius, Venmo, Zelle
Perplexity SonarUpflow
Three alternativesCashbook, Gaviti, QuickBooks Payments
BILL, VersapayChanged
Two alternativesQuickBooks Online, Xero
against: HighRadius, MineralTree
Kolleno
Three alternativesQuickBooks Payments, Upflow, Versapay
against: Cforia, Esker, HighRadius, Serrala
QuickBooks Payments
One alternativeGaviti
against: Cashbook, HighRadius
no first choicenothing named
Grok 4.1 FastGaviti
Two alternativesChaser, QuickBooks Payments
against: Billtrust, Esker, HighRadius
BILLChanged
Two alternativesXero, Zoho Books
QuickBooks Payments
Three alternativesGaviti, Kolleno, RemitClear
against: HighRadius
Wave, Zoho Books
One alternativeQuickBooks Online
against: Billtrust, HighRadius
no first choiceagainst: Billtrust, BlackLine Cash Application, Cash App, HighRadius
Mistral SmallGaviti, QuickBooks Paymentsagainst: HighRadiusno first choiceChangedQuickBooks Payments
One alternativeGaviti
against: HighRadius
QuickBooks Payments
One alternativeWave
no first choiceagainst: BlackLine Cash Applicationagainst: Cash App, Venmo
DeepSeek V4 FlashRemitClear
Three alternativesBILL, Chaser, Upflow
against: Billtrust, Esker, HighRadius
BILLChanged
Four alternativesGaviti, QuickBooks Payments, Upflow, Versapay
against: Billtrust, HighRadius
Rex
Three alternativesQuickBooks Online / Xero, Upflow, Versapay
against: Billtrust, BlackLine Cash Application, Esker, HighRadius
Zoho Books
Four alternativesBILL, Gaviti, Monk, QuickBooks Payments
no first choiceagainst: Billtrust, BlackLine Cash Application, Cash App, Esker, HighRadius, Sidetrade, Venmo, Zelle
Llama 4 Maverickno first choiceno first choiceHeldno first choiceQuickBooks Payments
One alternativeWave
no first choiceagainst: Billtrust, Esker, HighRadius
Qwen 3.7 FlashQuickBooks Online, Xero
Three alternativesBilltrust, Lunos, Versapay
Chaser, GavitiChanged
Two alternativesNetSuite's Native Cash Application, QuickBooks Payments
against: Billtrust
Gaviti, Kolleno
Three alternativesBILL, QuickBooks Payments, Versapay
Lunos
Two alternativesQuickBooks Payments, Zoho Books
against: Billtrust, HighRadius, Xero
no first choiceagainst: BlackLine Cash Application, SAPagainst: Microsoft Dynamics GP, Oracle NetSuite, SAP S/4HANA
Kimi K2RemitClear
Two alternativesGaviti, QuickBooks Payments
against: Billtrust, HighRadius
QuickBooks Online, XeroChanged
Three alternativesLevers, Versapay, Zoho Books
Lunos
Three alternativesAccountsReceivable.ai, BILL, QuickBooks Payments
against: Billtrust, Esker, HighRadius, Serrala, Versapay
Wave, Zoho Books
Three alternativesInvoice Fly, Melio, QuickBooks Payments
against: Billtrust, Gaviti, HighRadius
no first choiceagainst: Apple Cash, Cash App, Venmo, Zelle
GLM 4.7 FlashXGaviti, QuickBooks Payments
Three alternativesEsker, Lunos, Upflow
against: HighRadius
BILLChanged
Two alternativesRemitClear, Yonovo
Invoiced
Two alternativesCforia, Upflow
against: HighRadius
QuickBooks Payments, Wave
Two alternativesLunos, Odoo Accounting
against: Billtrust, Esker, HighRadius, Tabs
no first choiceagainst: Cash App, Ledge, Melio, Mint
MiniMax M2.5Rex
One alternativeBilltrust
LunosChanged
Three alternativesAtlar, BILL, Stampli
QuickBooks Payments, RemitClear
Three alternativesKolleno, Lunos, Quadient Accounts Receivable
against: Billtrust, HighRadius
QuickBooks Payments, Wave
One alternativeQuickBooks Online
no first choiceagainst: BILL Spend & Expense, Cash App
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 20:55yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:31yes56 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:20yes1559 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:33yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:54yes3119 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:35yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:16yes2561 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:36yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:25yes841 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:07yes1523 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:27yes3366 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:27yes519 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:42yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:43yes36 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:56yes1772 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:36yes208 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:36yes3315 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 20:25no02 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:28yes2822 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:56yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:41yes517 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:57yes927 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:41yes2533 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:33yes954 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:58yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:41yes39 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:03yes825 s
ComparativePerplexity Sonarsonar2026-09-17 17:56yes199 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:56yes2820 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:56yes1911 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:38yes1619 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:03yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:51yes1446 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 17:53yes1831 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:51yes2497 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:02yes1140 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:23yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:21yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:20yes1953 s
Budget constrainedPerplexity Sonarsonar2026-09-17 17:53yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:13yes3515 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:02yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:19yes2422 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:07yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:45yes2155 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:36yes1526 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:57yes25108 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:38yes517 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:08no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:50no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:11yes1222 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:35yes2010 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:35yes1815 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:42no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:58yes1528 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:24yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:30no029 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:44yes1335 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:29yes953 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:08yes514 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:52yes189 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:34no05 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:28yes1427 s
Negative framingPerplexity Sonarsonar2026-09-17 18:06yes208 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:17yes3118 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 17:55yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:03yes2726 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:50yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:10yes523 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:04yes1932 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:23yes35118 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:49yes2436 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.com read as BILL
BlackLine read as BlackLine Cash Application
Quadient AR read as Quadient Accounts Receivable
Quadient AR (YayPay) read as Quadient Accounts Receivable
Quadient AR (formerly YayPay) read as Quadient Accounts Receivable
QuickBooks Online Payments read as QuickBooks Payments
QuickBooks Online Simple Start read as QuickBooks Online
Transformance read as Transformance ClearMatch
Wave Accounting read as Wave
YayPay (Quadient) read as Quadient Accounts Receivable
Unresolved, counted raw
Apple Cash
BlackLine AR Intelligence
Clear Books
Collatio by Scry AI
Commitly
Finban
Froze
Helu
Levers
NetSuite's Native Cash Application
Reconcil.ai
Tidely
Discontinued, still offered
No shut-down product was recommended here.
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