Cash application
Asked as “cash application software”, and as “payment matching automation”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
9%
Contested · HighRadius 9%
09BILL09HighRadius09QuickBooks Payments74others
9% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: BILL (10%) replaces HighRadius (16% then, 10% now), 0 points clear, inside the 10-point floor.BILL leads at 10%, replacing HighRadius, which led at 16% and stands at 10% now: 0 points clear, inside the floor, so the swap reads as unsettled.
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.
Small business
BILL16%Contested↗new leaderNew leader since September 2026: BILL (18%) replaces QuickBooks Payments (14% then, 6% now), 12 points clear, past the 10-point floor.Standing →Mid-market
Versapay9%Contested↗new leaderNew leader since September 2026: BILL (10%) replaces HighRadius (16% then, 10% now), 0 points clear, inside the 10-point floor.This pageEnterprise
HighRadius62%Clear leader▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →
BILL16%Contested↗new leaderNew leader since September 2026: BILL (18%) replaces QuickBooks Payments (14% then, 6% now), 12 points clear, past the 10-point floor.Standing →Mid-marketVersapay9%Contested↗new leaderNew leader since September 2026: BILL (10%) replaces HighRadius (16% then, 10% now), 0 points clear, inside the 10-point floor.This pageEnterpriseHighRadius62%Clear leader▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Versapay9%14%35accepted challenger▼−4Since September 2026: 11% → 7%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.11% → 7%
Versapay9%14%35accepted challenger▼−4Since September 2026: 11% → 7%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.11% → 7%02
Upflow9%8%13accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.9% → 7%
Upflow9%8%13accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.9% → 7%03BILL9%8%13accepted challenger▲+5Since September 2026: 5% → 10%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 10%
BILL9%8%13accepted challenger▲+5Since September 2026: 5% → 10%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 10%04HighRadius9%39%51criticized challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 10%
HighRadius9%39%51criticized challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 10%05
Stuut6%0%18accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 7%
Stuut6%0%18accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 7%06
Kolleno6%0%10accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 7%
Kolleno6%0%10accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 7%07
Billtrust2%29%42criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Billtrust2%29%42criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%08
Esker2%23%22accepted challenger▼−4Since September 2026: 7% → 2%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.7% → 2%
Esker2%23%22accepted challenger▼−4Since September 2026: 7% → 2%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.7% → 2%09
Gaviti2%17%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Gaviti2%17%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%Show the five products at 0%, ordered by negative rate
14
BlackLine Cash Application0%45%29criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
BlackLine Cash Application0%45%29criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%13
Serrala0%14%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Serrala0%14%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Emagia0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Emagia0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%12
Tesorio0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Tesorio0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
Quadient Accounts Receivable0%0%21accepted challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 0%
Quadient Accounts Receivable0%0%21accepted challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Versapay vs StuutVersapay vs KollenoVersapay vs BilltrustVersapay vs EskerUpflow vs BILLUpflow vs HighRadiusUpflow vs StuutUpflow vs KollenoUpflow vs BilltrustUpflow vs EskerBILL vs HighRadiusBILL vs StuutBILL vs KollenoBILL vs BilltrustBILL vs EskerHighRadius vs StuutHighRadius vs KollenoHighRadius vs BilltrustHighRadius vs EskerStuut vs KollenoStuut vs BilltrustStuut vs EskerKolleno vs BilltrustKolleno vs EskerBilltrust vs Esker
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative20%
Key
01Versapay9%
Versapay9%02Upflow9%
Upflow9%03BILL9%
BILL9%04HighRadius9%
HighRadius9%05Stuut6%
Stuut6%06Kolleno6%
Kolleno6%07Billtrust2%
Billtrust2%08Esker2%
Esker2%09Gaviti2%
Gaviti2%10Quadient Accounts Receivable0%
Quadient Accounts Receivable0%11Emagia0%
Emagia0%12Tesorio0%
Tesorio0%13Serrala0%
Serrala0%14BlackLine Cash Application0%
BlackLine Cash Application0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
HighRadius39%
20 of 51 labels negative · 9 of 14 models · 6 hard negative
“"**Avoid** HighRadius, Esker, and most of Billtrust/BlackLine unless your payment volume or audit requirements genuinely justify enterprise pricing."” Muse Glimmer 30B, negative prompt
Billtrust29%
12 of 42 labels negative · 8 of 14 models · 3 hard negative
“"Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based"” Muse Glimmer 30B, negative prompt
BlackLine Cash Application45%
13 of 29 labels negative · 8 of 14 models · 1 hard negative
“"**Avoid** HighRadius, Esker, and most of Billtrust/BlackLine"” Muse Glimmer 30B, negative prompt
Versapay14%
5 of 35 labels negative · 5 of 14 models · 2 hard negative
“"Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based"” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 962 links across 181 sites, every framing counted. Ranked by the number of answers carrying the site or page. 52 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · HighRadius49 answers · 94 citations · 14 models
vendor site · Bluecopa45 answers · 56 citations · 12 models
vendor site · Stuut34 answers · 69 citations · 10 models
33 answers · 42 citations · 11 models
vendor site · Upflow25 answers · 28 citations · 11 models
vendor site · Cashbook25 answers · 26 citations · 10 models
22 answers · 23 citations · 11 models
vendor site · Versapay21 answers · 32 citations · 9 models
vendor site · Worldmetrics20 answers · 24 citations · 10 models
19 answers · 19 citations · 11 models
vendor site · Emagia18 answers · 35 citations · 10 models
18 answers · 20 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.
42 answers · 11 models
28 answers · 11 models
26 answers · 12 models
24 answers · 11 models
24 answers · 10 models
20 answers · 10 models
19 answers · 11 models
18 answers · 9 models
18 answers · 7 models
16 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best cash application software”, “cash application software”, “cash application tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Versapay versapay.com | 9% | 207 | 6,600 | 106 | 39,155 | $12,320 | 29 | 6 |
| Upflow upflow.io | 9% | 170 | 880 | 102 | 25,361 | |||
| BILL bill.com | 9% | 444 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 | 7 |
| HighRadius highradius.com | 9% | 691 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| QuickBooks parent site QuickBooks Payments 9% | 9% | 59 | 1,000,000 | 54,681 | ||||
| Stuut stuut.ai | 6% | 35 | 1,900 | 14 | 1,574 | 64 | ||
| Kolleno kolleno.com | 6% | 90 | 210 | 0 | 6,343 | $92 | 37 | 3 |
| RemitClear remitclear.com | 6% | 15 | 10 | 0 | 47 | |||
| Tipalti tipalti.com | 4% | 517 | 18,100 | 381 | 213,652 | $83,363 | 120 | |
| Lunos lunos.ai | 4% | 24 | 1,000 | 488 | 162 | 1 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (chaserhq.com, emagia.com, highradius.com, versapay.com). The first result for “best cash application software” is highradius.com.
How 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.ShowHide
How 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.
ShowHideModelDirect“What is the best cash application software for a mid-market B2B company?”Paraphrase“Which payment matching automation would you recommend to a mid-sized B2B company?”Comparative“What are the top cash application tools and how do they differ?”Budget-constrained“What is the best cash application software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a cash application software. What should we look at?”Negative“Which cash application tools should I avoid or be cautious about?”
Claude Haiku 4.5HighRadiusno first choiceChangedHighRadius, Upflowno first choiceno first choiceagainst: Cash App
Three alternatives
Billtrust, Quadient Accounts Receivable, VersapayOne alternative
BilltrustGPT-5.4 miniBilltrust Unified ARHighRadius AR automationChangedHighRadiusBILLagainst: Emagiano first choicenothing named
Two alternatives
BlackLine Invoice-to-Cash, HighRadius Accounts Receivable SoftwareTwo alternatives
BlackLine Invoice-to-Cash, VersapayThree alternatives
BlackLine Cash Application, Oracle Cash Processing / Cash Processing Agent, SAP Cash ApplicationTwo alternatives
Chaser, KollenoGemini 3.5 FlashVersapayVersapayHeldagainst: BILL, BlackLine Cash Application, HighRadius, QuickBooks OnlineBilltrust, HighRadiusKollenoagainst: Billtrust, HighRadiusGaviti, Kolleno, Upflowagainst: Brigit, Cash App, Dave, Earnin, Microsoft Dynamics, Oracle NetSuite, SAP Cash Application, Venmo, Zelle
Four alternatives
Cashbook, HighRadius, Quadient Accounts Receivable, UpflowThree alternatives
Kolleno, Tesorio, UpflowEight alternatives
BlackLine Cash Application, Chaser, Esker, Ledge, Serrala, Stuut, Tesorio, VersapayThree alternatives
Centime, Chaser, LunosFour alternatives
Esker, Quadient Accounts Receivable, Serrala, VersapayPerplexity SonarHighRadiusTipaltiChangedBectranKollenoagainst: BlackLine Cash Application, Stuut Cash Applicationno first choiceagainst: BlackLine Cash Application
Four alternatives
Chaser, Rex, Upflow, VersapayTwo alternatives
BILL, MineralTreeSeven alternatives
Billtrust, BlackLine Cash Application, HighRadius, Kognitos, Ledge, Stuut, VersapayOne alternative
Quadient Accounts ReceivableGrok 4.1 Fastno first choiceBILLChangedagainst: HighRadius, PaystandHighRadiusQuickBooks Paymentsagainst: Billtrust, HighRadiusno first choiceagainst: Billtrust, HighRadius, SAP Cash Application
Five alternatives
Billtrust, HighRadius, Quadient Accounts Receivable, Stuut, VersapayThree alternatives
Billtrust, Tipalti, VersapayFour alternatives
Billtrust, BlackLine Cash Application, Esker, VersapayTwo alternatives
BILL, GavitiOne alternative
BilltrustMistral SmallStuutagainst: Billtrust, HighRadius, TesorioBILL, VersapayChangedEmagia, StuutQuickBooks Paymentsno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Versapay
One alternative
VersapayOne alternative
UpflowFour alternatives
Billtrust, HighRadius, Tesorio, VersapayOne alternative
Zoho BooksDeepSeek V4 FlashStuutagainst: HighRadiusInvoiced (by Flywire) — CashMatch AIChangedagainst: HighRadiusHighRadiusLunos, RemitClearagainst: Billtrust, BlackLine Cash Application, HighRadiusEskeragainst: BlackLine Cash Application, HighRadiusagainst: Billtrust, BlackLine Cash Application, Cash App, Esker, HighRadius, Versapay
Four alternatives
Billtrust, Monk, SINGOA, VersapayThree alternatives
Billtrust, Quadient Accounts Receivable, VersapayNine alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, Serrala, Sidetrade, Tesorio, Upflow, VersapayTwo alternatives
BILL Accounts Receivable, ChargezoomThree alternatives
Billtrust, Quadient Accounts Receivable, VersapayLlama 4 MaverickMonkUpflowChangedBlackLine Cash Application, HighRadiusno first choiceno first choicenothing named
Three alternatives
Cashbook, Gaviti, UpflowTwo alternatives
HighRadius, RillionTwo alternatives
Billtrust, VersapayQwen 3.7 FlashGlidTribePayChangedagainst: BlackLine Cash Application, Oracle E-Business Suite, SAP Cash ApplicationHighRadiusMonkagainst: BillerTrust, HighRadius, Serralano first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius
Three alternatives
BlackLine Cash Application, Tipalti, WorkivaTwo alternatives
BILL, TipaltiThree alternatives
Esker, Ledge, StuutThree alternatives
Chaser, Kolleno, UpflowKimi K2StuutBILL, TipaltiChangedHighRadiusQuickBooks Payments, RemitClearagainst: Zoho Booksno first choiceagainst: Billtrust, HighRadius
Three alternatives
HighRadius, Quadient Accounts Receivable, VersapayThree alternatives
AvidXchange, Basware, PayhawkFour alternatives
Billtrust, Emagia, Quadient Accounts Receivable, VersapayOne alternative
BILLThree alternatives
Bluecopa, Gaviti, StuutGLM 4.7 FlashXHighRadiusUpflowChangedHighRadiusQuickBooks Paymentsagainst: Gaviti, Upflow, Versapayno first choiceagainst: Billtrust, BlackLine Cash Application, Bluecopa, Celigo, Gaviti, HighRadius
Five alternatives
Billtrust, Esker, Serrala, Stuut, VersapayTwo alternatives
BILL, TipaltiFour alternatives
Billtrust, BlackLine Cash Application, Esker, VersapayFive alternatives
AccountsReceivable.ai, BILL, Chaser, Paidnice, Zoho BooksMiniMax M2.5no first choiceHighRadius, LunosChangedagainst: BlackLine Cash Applicationno first choiceSquare, Waveno first choicenothing named
Three alternatives
Atlar, Billtrust, EskerFour alternatives
Cashbook, Kolleno, QuickBooks Payments, RemitClearGPT-6 LunaBilltrustagainst: VersapayVersapayChangedno first choiceQuickBooks Onlineagainst: Centimeno first choiceagainst: HighRadius
Two alternatives
Esker, HighRadiusTwo alternatives
Billtrust, HighRadiusOne alternative
Zoho BooksMuse Glimmer 30Bno first choicePaystand, UpflowChangedagainst: BlackLine Cash Application, Esker, HighRadiusBlackLine Cash Application, HighRadiusRemitClearno first choiceagainst: Billtrust, HighRadiusagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Serrala, Versapay
One alternative
NetSuite’s built-in cash application moduleThree alternatives
BILL, Billtrust, PrecoroFive alternatives
Billtrust, Cashbook, Esker, Serrala, VersapayThree alternatives
Lunos, Paidnice, QuickBooks PaymentsBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The 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
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:34 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:57 | yes | 22 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 16 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:42 | yes | 19 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:17 | yes | 8 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:56 | yes | 21 | 62 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:56 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:23 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:39 | yes | 13 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:05 | yes | 22 | 109 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:41 | yes | 5 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:45 | yes | 4 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:34 | yes | 10 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:52 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:31 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:45 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:02 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:06 | yes | 23 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:46 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:47 | yes | 15 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:03 | yes | 14 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:24 | yes | 5 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:50 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:13 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:03 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:19 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:14 | yes | 19 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:32 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:34 | yes | 21 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:34 | yes | 13 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:33 | yes | 23 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:52 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:51 | yes | 10 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:16 | yes | 19 | 20 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 24 | 78 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:03 | yes | 5 | 13 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:13 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:36 | no | 0 | 13 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:57 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:16 | yes | 14 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:50 | yes | 16 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:16 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:36 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:08 | yes | 22 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:48 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:59 | yes | 13 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:36 | yes | 19 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 15 | 52 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:59 | yes | 14 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:16 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:30 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:24 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 15 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:32 | yes | 17 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 16 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:26 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:17 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:57 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:14 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:12 | yes | 20 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:16 | yes | 13 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:37 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:37 | yes | 3 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:37 | yes | 10 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:44 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:24 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:56 | yes | 18 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:42 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:37 | yes | 24 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:06 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:48 | yes | 23 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:32 | yes | 17 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:37 | yes | 20 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:59 | yes | 18 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:07 | yes | 5 | 13 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:28 | yes | 2 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:57 | yes | 12 | 22 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BILL AP/AR read as BILL
Bill.com read as BILL
BlackLine read as BlackLine Cash Application
BlackLine (AR.CashApp) read as BlackLine Cash Application
Lunos AI read as Lunos
NetSuite read as Oracle NetSuite
NetSuite (via SuitesQL or Apps) read as Oracle NetSuite
Quadient read as Quadient Accounts Receivable
Quadient A/R read as Quadient Accounts Receivable
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 read as QuickBooks Online
QuickBooks Online Payments read as QuickBooks Payments
SAP read as SAP Cash Application
YayPay read as Quadient Accounts Receivable
Unresolved, counted raw
BillerTrust
Billtrust Unified AR
Brigit
Earnin
Glid (formerly Kashio)
HighRadius AR automation
HighRadius Accounts Receivable Software
Invoiced (by Flywire) — CashMatch AI
NetSuite’s built-in cash application module
Netsize
OAN
Oracle Cash Processing / Cash Processing Agent
Stuut Cash Application
TribePay
Discontinued, still offered
No shut-down product was recommended here.