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 › Enterprise September 2026 Edition

Cash application for enterprise buyers

Asked as “cash application software”, and as “payment matching automation”, on behalf of an enterprise B2B company. 39 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
49% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01HighRadius49%21%52endorsed leader
02BlackLine Cash Application8%17%36accepted challenger
03Esker3%20%30accepted challenger
Show the four products at 0%, ordered by negative rate
06Billtrust0%26%31criticized challenger
05Versapay0%14%21accepted challenger
04Serrala0%11%19accepted challenger
07Emagia0%9%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.

One product takes 49% of first choices here, so the chart would put six markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category. Jump to the standing

02What they warned about

Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash 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
21%
11 of 52 labels negative · 9 of 12 models · 2 hard negative
“Quote-based, invoice-volume-driven, plus implementation costs; can be high six-figures annually.” DeepSeek V4 Flash, budget prompt
Billtrust
26%
8 of 31 labels negative · 6 of 12 models · 3 hard negative
“you should negotiate carefully or **avoid** standard contracts from: **HighRadius & Billtrust:**” Gemini 3.5 Flash, budget prompt
BlackLine Cash Application
17%
6 of 36 labels negative · 6 of 12 models
“Many enterprise tools (HighRadius, Esker, BlackLine) were built for structured remittance... They underperform in variable-billing” DeepSeek V4 Flash, negative prompt
Esker
20%
6 of 30 labels negative · 4 of 12 models · 2 hard negative
“Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based” Grok 4.1 Fast, budget 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. 968 links across 167 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · HighRadius47 answers · 108 citations · 11 models
vendor site · Cashbook31 answers · 34 citations · 10 models
vendor site · Upflow31 answers · 31 citations · 10 models
vendor site · Rex29 answers · 36 citations · 9 models
vendor site · Lunos29 answers · 31 citations · 10 models
vendor site · Ledge28 answers · 30 citations · 9 models
vendor site · Bluecopa27 answers · 34 citations · 10 models
25 answers · 27 citations · 10 models
vendor site · Transformance23 answers · 37 citations · 10 models
vendor site · Stuut22 answers · 52 citations · 9 models
vendor site · Emagia22 answers · 24 citations · 9 models
20 answers · 24 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 cash application software for an enterprise B2B company?”Paraphrase“Which payment matching automation would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade cash application tools and how do they differ?”Budget-constrained“What is the best cash application software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a cash application software. What should we look at?”Negative“Which cash application tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HighRadius
Two alternativesBilltrust, Serrala
MediusChanged
Two alternativesHighRadius, Serrala FS2 Payments
HighRadius
Two alternativesEsker, Serrala
Stuut
One alternativeTransformance ClearMatch
against: HighRadius, Serrala
no first choiceagainst: HighRadius, Xero
GPT-5.4 miniHighRadius
Four alternativesBilltrust, BlackLine Invoice-to-Cash, Quadient Accounts Receivable, Tesorio
HighRadiusHeld
One alternativeBlackLine Transaction Matching
BlackLine Cash Application, HighRadiusBlackLine Cash Application
One alternativeHighRadius
no first choicenothing named
Gemini 3.5 FlashHighRadius
Four alternativesBilltrust, BlackLine Cash Application, Esker, Serrala
HighRadiusHeld
Four alternativesBilltrust, BlackLine Cash Application, Emagia, Esker
HighRadius
Five alternativesBilltrust, BlackLine Cash Application, Esker, Serrala, Versapay
BlackLine Cash Application
Two alternativesLedge, Sidetrade
against: Billtrust, HighRadius
no first choicenothing named
Perplexity SonarHighRadius
Five alternativesBilltrust, BlackLine Cash Application, Esker, Rex, Versapay
HighRadius, Transformance ClearMatchChanged
Two alternativesSerrala FS2 Payments, Tipalti
HighRadius
Six alternativesBilltrust, BlackLine Cash Application, Esker, Serrala, Tesorio, Versapay
against: Emagia, OpenEnvoy
HighRadius
Two alternativesRex, Transformance ClearMatch
no first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius
Grok 4.1 FastHighRadius
Four alternativesBilltrust, BlackLine Cash Application, Esker, Serrala
HighRadiusHeld
Three alternativesBilltrust, BlackLine Cash Application, Versapay
HighRadius
Four alternativesBilltrust, BlackLine Cash Application, Esker, Serrala
Kolleno
Three alternativesBlackLine Cash Application, HighRadius, Stuut
against: Billtrust, Esker, Ledge, Lunos, Serrala, Versapay
no first choiceagainst: Billtrust, BlackLine Cash Application, Esker, Gaviti, HighRadius, Kolleno, Oracle NetSuite, SAP Cash Application, Versapay
Mistral SmallCashbook, Upflow
Two alternativesBluecopa, Chaser
FISChanged
Three alternativesSerrala, Stripe, Versapay
HighRadius
Five alternativesBilltrust, BlackLine Cash Application, Esker, Serrala, Versapay
Transformance ClearMatch
One alternativeSerrala
against: HighRadius
no first choicenothing named
DeepSeek V4 FlashHighRadius
Five alternativesBilltrust, Emagia, Esker, Sidetrade, Versapay
HighRadiusHeld
One alternativeSidetrade
HighRadius
Four alternativesBilltrust, BlackLine Cash Application, Esker, Versapay
Ledge, Stuutagainst: Billtrust, Esker, HighRadius, Kolleno, Tesorio, Versapayno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Rules-based / legacy OCR tools
Llama 4 MaverickUpflow
Two alternativesChaser, Lunos
LoopfourChanged
Five alternativesAtlar, BlackLine Cash Application, Lunos, Rillion, Versapay
no first choiceHighRadius
One alternativeKolleno
no first choiceagainst: HighRadius
Qwen 3.7 FlashHighRadius
Three alternativesBlackLine Cash Application, Esker, Transformance ClearMatch
BlackLine Cash ApplicationChanged
Three alternativesBasware, Coupa, Tipalti
against: BILL, QuickBooks Online
BlackLine Cash Application
Three alternativesBillie, Everstake, Traxion
against: SAP Cash Application
Serrala FS² AutoBank
Two alternativesLedge, Transformance ClearMatch
against: Billtrust, HighRadius, Stuut
no first choiceagainst: BlackLine Cash Application, Esker, NetSuite core bundles, QuickBooks Online, Xero
Kimi K2HighRadius
Five alternativesBilltrust, BlackLine Cash Application, Esker, Serrala, Versapay
HighRadiusHeld
Two alternativesBlackLine Cash Application, Serrala
HighRadius
Six alternativesBilltrust, BlackLine Cash Application, Emagia, Esker, Tesorio, Versapay
Esker
Two alternativesHighRadius, Serrala
no first choiceagainst: BlackLine Cash Application, Oracle NetSuite, SAP
GLM 4.7 FlashXHighRadius
Three alternativesBlackLine Cash Application, Esker, Rex
HighRadiusHeld
Two alternativesMaxima, Versapay
HighRadius
Twelve alternativesBectran, Billtrust, BlackLine Cash Application, Cashbook, Esker, Ledge, Lunos, Rex, SAP Cash Application, Serrala, Transformance ClearMatch, Versapay
Ledge
Two alternativesHighRadius, Lunos
against: Kolleno, Stuut
no first choiceagainst: Billtrust, BlackLine Cash Application, HighRadius, Legacy ERP‑built cash apps**, Quadient Accounts Receivable, Stripe‑style payment processors with no reconciliation
MiniMax M2.5HighRadius
Four alternativesBilltrust, Esker, Kyriba, Serrala
BaswareChanged
Four alternativesHighRadius, Microsoft Dynamics 365 Finance, Oracle NetSuite Invoice, SAP Ariba
HighRadius
Four alternativesBilltrust, BlackLine Cash Application, Esker, Serrala
Stuut
Two alternativesHighRadius, Ledge
no first choicenothing named
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 20:00yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:15yes47 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:39yes1721 s
Direct recommendationPerplexity Sonarsonar2026-09-17 20:16yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:08yes3016 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 18:02yes510 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:17yes2871 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:16yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:59yes885 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:55yes1326 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:41yes2877 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:02yes830 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:31yes1810 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:54yes25 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:10yes1021 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:16yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:37yes3717 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 18:49yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:00yes2929 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:19yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:27no026 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:07yes2028 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:48yes3397 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:10yes993 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:23yes1311 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:11yes36 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:36yes1728 s
ComparativePerplexity Sonarsonar2026-09-17 18:11yes2011 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:30yes2416 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 20:38yes58 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:00yes2127 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:50yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:39no027 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:54yes1546 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:01yes21107 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:38yes518 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:31yes169 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:48yes39 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:18yes1927 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:57yes208 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:45yes3322 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 17:53yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 19:57yes2749 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:16yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:36yes25104 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:26yes2354 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:43yes30151 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:04yes1861 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:33yes1810 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:59no022 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:34yes529 s
Scale constrainedPerplexity Sonarsonar2026-09-17 20:13yes2011 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:53yes1411 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 19:13no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:37yes1021 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:32yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:06yes534 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:23yes1331 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:25yes1440 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:18yes1019 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:04yes1610 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:31yes66 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 17:56yes2227 s
Negative framingPerplexity Sonarsonar2026-09-17 20:39yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:42yes3922 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 19:06yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:10yes2634 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:52yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:25yes1042 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:29yes2246 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:48yes2330 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:12yes1444 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
BlackLine read as BlackLine Cash Application
BlackLine (AR/Cash Application module) read as BlackLine Cash Application
BlackLine (Cash Application) read as BlackLine Cash Application
BlackLine (Invoice-to-Cash Suite) read as BlackLine Cash Application
BlackLine (Invoice-to-Cash) read as BlackLine Cash Application
NetSuite read as Oracle NetSuite
Quadient AR read as Quadient Accounts Receivable
Quadient AR (former YayPay) read as Quadient Accounts Receivable
Quadient AR (formerly YayPay) read as Quadient Accounts Receivable
QuickBooks read as QuickBooks Online
Transformance read as Transformance ClearMatch
Transformance (ClearMatch) read as Transformance ClearMatch
Unresolved, counted raw
Billie
Everstake (formerly Taulia)
Legacy ERP‑built cash apps** (e.g., older SAP/Oracle AR modules)
NetSuite core bundles
Oracle Cloud SCM
Oracle NetSuite Invoice
Rules-based / legacy OCR tools
Serrala FS² AutoBank
Stripe‑style payment processors with no reconciliation
Traxion (Traxion Technologies)
Discontinued, still offered
No shut-down product was recommended here.
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