Cash application for enterprise buyers
Asked as “cash application software”, and as “payment matching automation”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
65%
Clear leader
65HighRadius12BlackLine Cash Application04Esker18others
65% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 62% → 65%, +3 points. Inside the 10-point floor: within noise.HighRadius held the lead, +3 points on 62%, inside the 10-point floor.
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
BILL23%Contested▲+7Since October 2026: 16% → 23%, +7 points. Inside the 10-point floor: within noise.Standing →Mid-market
Versapay15%Contested▲+6Since October 2026: 9% → 15%, +6 points. Inside the 10-point floor: within noise.Standing →Enterprise
HighRadius65%Clear leader▲+3Since October 2026: 62% → 65%, +3 points. Inside the 10-point floor: within noise.This page
BILL23%Contested▲+7Since October 2026: 16% → 23%, +7 points. Inside the 10-point floor: within noise.Standing →Mid-marketVersapay15%Contested▲+6Since October 2026: 9% → 15%, +6 points. Inside the 10-point floor: within noise.Standing →EnterpriseHighRadius65%Clear leader▲+3Since October 2026: 62% → 65%, +3 points. Inside the 10-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HighRadius65%9%64endorsed leader▲+3Since October 2026: 62% → 65%, +3 points. Inside the 10-point floor: within noise.62% → 65%
HighRadius65%9%64endorsed leader▲+3Since October 2026: 62% → 65%, +3 points. Inside the 10-point floor: within noise.62% → 65%02
BlackLine Cash Application12%9%53accepted challenger▲+12Since October 2026: 0% → 12%, +12 points. Past the 10-point floor: movement.0% → 12%
BlackLine Cash Application12%9%53accepted challenger▲+12Since October 2026: 0% → 12%, +12 points. Past the 10-point floor: movement.0% → 12%03
Esker4%23%35accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Esker4%23%35accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%04
Billtrust2%13%45accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Billtrust2%13%45accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%05
Serrala2%8%36accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Serrala2%8%36accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%06
Emagia2%3%29accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Emagia2%3%29accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
08Versapay0%22%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Versapay0%22%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Sidetrade0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Sidetrade0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
Cashbook0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Cashbook0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All fifteen head-to-head pages: the top six products, each against each
Versapay vs Quadient Accounts ReceivableVersapay vs KollenoUpflow vs HighRadiusUpflow vs BilltrustUpflow vs Quadient Accounts ReceivableUpflow vs KollenoHighRadius vs BilltrustHighRadius vs Quadient Accounts ReceivableHighRadius vs KollenoBilltrust vs Quadient Accounts ReceivableBilltrust vs KollenoQuadient Accounts Receivable vs Kolleno
One product takes 65% of first choices here, so the chart would put eight 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. Zero products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
Esker23%
8 of 35 labels negative · 7 of 14 models · 1 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
HighRadius9%
6 of 64 labels negative · 5 of 14 models · 2 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
Billtrust13%
6 of 45 labels negative · 5 of 14 models · 1 hard negative
“Avoid for Your Criteria - Billtrust, Serrala, Esker, Versapay: Custom/transaction-based” Muse Glimmer 30B, negative prompt
BlackLine Cash Application9%
5 of 53 labels negative · 5 of 14 models · 1 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
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 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. 894 links across 193 sites, every framing counted. Ranked by the number of answers carrying the site or page. 43 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 · 111 citations · 13 models
vendor site · Emagia43 answers · 84 citations · 11 models
37 answers · 38 citations · 11 models
vendor site · Rex25 answers · 25 citations · 10 models
25 answers · 25 citations · 10 models
vendor site · Cashbook23 answers · 25 citations · 11 models
vendor site · Versapay22 answers · 29 citations · 9 models
vendor site · Upflow21 answers · 21 citations · 10 models
vendor site · Stuut18 answers · 35 citations · 9 models
vendor site · Bluecopa18 answers · 19 citations · 8 models
vendor site · Kolleno18 answers · 19 citations · 8 models
vendor site · BlackLine16 answers · 22 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.
37 answers · 11 models
35 answers · 11 models
23 answers · 10 models
22 answers · 10 models
21 answers · 11 models
20 answers · 11 models
18 answers · 8 models
18 answers · 8 models
15 answers · 8 models
14 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| HighRadius highradius.com | 65% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| BlackLine blackline.com BlackLine Cash Application 12%, BlackLine Invoice-to-Cash 2% | 14% | 97 | 27,100 | 1,255 | 28,740 company | $4,066 | 79 | |
| Esker esker.com | 4% | 236 | 12,100 | 383 | 12,337 | 5 | 2 | |
| Stuut stuut.ai | 4% | 17 | 1,900 | 14 | 1,574 | 64 | ||
| Billtrust billtrust.com | 2% | 362 | 6,600 | 159 | 50,343 | $718 | 15 | 5 |
| Serrala serrala.com | 2% | 111 | 590 | 15 | 1,862 | $5,046 | 42 | 9 |
| Emagia emagia.com | 2% | 95 | 210 | 6 | 75,872 | 3 | 6 | |
| Coupa coupa.com | 2% | 637 | 60,500 | 1,210 | 41,319 | $339 | 91 | |
| Hyperbots Cash Application AI Co-Pilot | 2% | |||||||
| Rex rex.inc | 2% | 8 | 74,000 | 125,167 | 235 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (emagia.com, highradius.com, kolleno.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 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 4.5HighRadiusHighRadiusHeldBilltrust, HighRadiusHighRadiusno first choiceagainst: Oracle NetSuite
Three alternatives
Billtrust, Esker, SerralaTwo alternatives
BlackLine Cash Application, Trintech CadencyThree alternatives
BlackLine Cash Application, Esker, SerralaThree alternatives
Billtrust, BlackLine Cash Application, SerralaGPT-5.4 miniBlackLine Cash Application, HighRadiusBilltrustChangedno first choiceBlackLine Cash Applicationno first choicenothing named
Two alternatives
Billtrust Unified AR, SAP Cash ApplicationTwo alternatives
Emagia, HighRadiusFour alternatives
BlackLine Cash Application, HighRadius Cash Application Automation, SAP Cash Application, Serrala FS² AutoBankOne alternative
HighRadiusGemini 3.5 FlashHighRadiusHighRadiusHeldHighRadiusHighRadiusno first choiceagainst: Automation Anywhere, BILL, Blue Prism, Chaser, Invoiced, Melio, QuickBooks Online, SAP Cash Application, UiPath, Xero
Four alternatives
Billtrust, BlackLine Cash Application, Emagia, SerralaThree alternatives
Billtrust, BlackLine Cash Application, SerralaFive alternatives
Billtrust, BlackLine Cash Application, Esker, Serrala, VersapayThree alternatives
Billtrust, BlackLine Cash Application, VersapayPerplexity SonarHighRadiusHighRadiusHeldBilltrust, Esker, HighRadius, SerralaBlackLine Cash Applicationagainst: HighRadiusno first choiceagainst: BlackLine Cash Application, Esker, Gaviti, HighRadius, Kolleno, Serrala, Upflow, Versapay
Five alternatives
Billtrust, BlackLine Cash Application, Esker, Serrala, VersapayFive alternatives
Basware, Billtrust, Coupa, Serrala, StuutTwo alternatives
BlackLine Cash Application, CashbookOne alternative
SerralaGrok 4.20HighRadiusagainst: Billtrust, Quadient Accounts Receivable, Upflow, VersapayHighRadiusHeldHighRadiusagainst: Quadient Accounts Receivable, SidetradeBlackLine Cash Applicationagainst: Billtrust, Emagia, Esker, Upflow, Versapayno first choiceagainst: Cash App, NetSuite cash app, Venmo, Zelle
Two alternatives
BlackLine Cash Application, EmagiaSix alternatives
Billtrust, BlackLine Cash Application, Cashbook, Emagia, Esker, SidetradeSix alternatives
Billtrust, BlackLine Cash Application, Cashbook, Emagia, Esker, SerralaOne alternative
HighRadiusMistral SmallHighRadiusHighRadius, SerralaChangedHighRadiusHighRadiusno first choicenothing named
Five alternatives
Billtrust, BlackLine Cash Application, Esker, Kolleno, VersapayTwo alternatives
Billtrust, BlackLine Cash ApplicationFive alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, SerralaOne alternative
EmagiaDeepSeek V4 FlashHighRadiusagainst: BlackLine Cash ApplicationHighRadiusHeldagainst: EskerHighRadiusHighRadiusagainst: Billtrust, EskerRexagainst: Cash App, Venmo, Zelle
Four alternatives
Billtrust, Emagia, Serrala, SidetradeThree alternatives
Billtrust, BlackLine Cash Application, SerralaSeven alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, Serrala, Sidetrade, VersapayTwo alternatives
BlackLine Cash Application, EmagiaFour alternatives
Emagia, HighRadius, Kolleno, StuutLlama 4 MaverickHighRadiusEskerChangedno first choiceHighRadiusno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius
Three alternatives
Billtrust, BlackLine Cash Application, VersapayFour alternatives
EBizCharge, Emagia, Serrala, mhcautomationTwo alternatives
Billtrust, BlackLine Cash ApplicationQwen 3.7 FlashHighRadiusCoupaChangedHIGHROStuutagainst: Billtrust, BlackLine Cash Application, EBizCharge, Esker, Versapayno first choicenothing named
Four alternatives
BlackLine Cash Application, Cashbook, Emagia, SerralaFive alternatives
Basware, BlackLine Cash Application, JD Edwards, Oracle Procurement Cloud, SAP AribaTwo alternatives
BlackLine Cash Application, EmagiaTwo alternatives
HighRadius, SAP Cash ApplicationKimi K2Esker, HighRadiusHighRadiusChangedHighRadiusBlackLine Cash Applicationagainst: HighRadiusHighRadiusagainst: Serralanothing named
Three alternatives
Cashbook, Emagia, SerralaSix alternatives
BlackLine Cash Application, Cashbook, Emagia, Esker, Oracle Fusion Cloud Financial Management, SerralaFive alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, SerralaTwo alternatives
Cashbook, SerralaTwo alternatives
Billtrust, BlackLine Cash ApplicationGLM 4.7 FlashXHighRadiusHighRadiusHeldHighRadiusBlackLine Cash Application, HighRadiusno first choicenothing named
Five alternatives
Billtrust, BlackLine Cash Application, Emagia, Serrala, VersapayFour alternatives
BILL, Basware, Coupa, TipaltiSix alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, Serrala, VersapayThree alternatives
Billtrust, Emagia, SerralaMiniMax M2.5HighRadiusHighRadiusHeldHighRadiusStuutno first choicenothing named
Four alternatives
Billtrust, Emagia, Esker, KollenoFive alternatives
Basware, Billtrust, Medius, SAP Ariba, TipaltiFive alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, SerralaOne alternative
HighRadiusGPT-6 LunaHighRadiusHighRadiusHeldno first choiceHyperbots Cash Application AI Co-Pilotno first choiceagainst: BlackLine Invoice-to-Cash, Esker, HighRadius
Three alternatives
Billtrust, BlackLine Cash Application, EskerThree alternatives
Billtrust, BlackLine Cash Application, EskerEight alternatives
Billtrust, BlackLine Cash Application, Esker Cash Application, HighRadius, Oracle Fusion Receivables / Cash Processing Agent, SAP Cash Application, Serrala, VersapayOne alternative
HighRadiusMuse Glimmer 30BEmagia, HighRadiusHighRadiusChangedEmagia, HighRadiusBlackLine Invoice-to-Cashno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Serrala, Versapay
Five alternatives
BlackLine Cash Application, Cashbook, Esker, SAP Cash Application, SerralaThree alternatives
Billtrust, Emagia, TipaltiFive alternatives
Billtrust, BlackLine Cash Application, Esker, Serrala, UpflowTwo alternatives
Cashbook, HighRadiusBold 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.
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 | 2026-11-01 12:08 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:01 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:21 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 26 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:19 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:13 | yes | 18 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:19 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:17 | yes | 14 | 57 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:04 | yes | 12 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:23 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:45 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:55 | yes | 11 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:08 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:06 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 22 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:19 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:52 | yes | 25 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:58 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 10 | 63 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:13 | yes | 19 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:34 | yes | 20 | 58 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:56 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:19 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:41 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:44 | yes | 11 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:29 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 31 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:19 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:43 | yes | 22 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 19 | 62 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 18 | 55 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:51 | yes | 8 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:21 | yes | 9 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:28 | yes | 12 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:28 | yes | 15 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:07 | yes | 10 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:57 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 19 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:06 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:57 | yes | 25 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:25 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:28 | yes | 23 | 133 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:45 | yes | 24 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:36 | yes | 22 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:54 | yes | 10 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:08 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 24 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:47 | yes | 27 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:12 | no | 0 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 28 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:50 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:17 | yes | 25 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:07 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:46 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:40 | yes | 15 | 59 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 17 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:07 | yes | 9 | 67 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:36 | yes | 15 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:06 | yes | 10 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:45 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:00 | no | 0 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:46 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 12 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:59 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:08 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:58 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:39 | yes | 15 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:32 | yes | 24 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:58 | yes | 14 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:54 | yes | 21 | 92 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:23 | yes | 22 | 23 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.com read as BILL
BlackLine read as BlackLine Cash Application
BlackLine (Cash Application AI) read as BlackLine Cash Application
BlackLine (Invoice-to-Cash / formerly Rimilia) read as BlackLine Cash Application
NetSuite read as Oracle NetSuite
Quadient read as Quadient Accounts Receivable
Quadient (YayPay/Beanworks Enterprise tiers) read as Quadient Accounts Receivable
QuickBooks read as QuickBooks Online
SAP read as SAP Cash Application
Transformance read as Transformance ClearMatch
Unresolved, counted raw
Billtrust Unified AR
CleverTap
Esker Cash Application
HIGHRO
HighRadius AP
HighRadius Cash Application Automation
Hyperbots Cash Application AI Co-Pilot
NetSuite cash app
Oracle Fusion Receivables / Cash Processing Agent
SAP AI Cash Application
Serrala FS² AutoBank
mhcautomation
Discontinued, still offered
No shut-down product was recommended here.