Cash application for enterprise buyers
Asked as “cash application software”, and as “payment matching automation”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
62%
Clear leader
62HighRadius11Stuut04Billtrust23others
62% of first choices, clear leader.
Since September 2026▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.HighRadius held the lead, +12 points on 49%, past the 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
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.Standing →Enterprise
HighRadius62%Clear leader▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.This page
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.Standing →EnterpriseHighRadius62%Clear leader▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.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 September 2026
01HighRadius62%18%65endorsed leader▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.49% → 61%
HighRadius62%18%65endorsed leader▲+12Since September 2026: 49% → 61%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.49% → 61%02
Billtrust4%26%43criticized challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 5%
Billtrust4%26%43criticized challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 5%03
Emagia4%15%20accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 5%
Emagia4%15%20accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 5%04
Serrala4%30%37criticized challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 5%
Serrala4%30%37criticized challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 5%Show the four products at 0%, ordered by negative rate
07Versapay0%41%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Versapay0%41%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%06
Esker0%36%33criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.3% → 0%
Esker0%36%33criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.3% → 0%08
Quadient Accounts Receivable0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Quadient Accounts Receivable0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%05
BlackLine Cash Application0%25%52criticized challenger▼−8Since September 2026: 8% → 0%, −8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 0%
BlackLine Cash Application0%25%52criticized challenger▼−8Since September 2026: 8% → 0%, −8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 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
One product takes 62% of first choices here, so the chart would put seven 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. Six products carry a negative rate above 25% in this category.
What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 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.
Serrala30%
11 of 37 labels negative · 10 of 14 models
“**Serrala—if you need a very light-touch rollout or have limited admin capacity.** Some G2 reviewers cite setup difficulty and a learning curve” GPT-6 Luna, negative prompt
Billtrust26%
11 of 43 labels negative · 9 of 14 models · 3 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
BlackLine Cash Application25%
13 of 52 labels negative · 9 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
HighRadius18%
12 of 65 labels negative · 8 of 14 models · 2 hard negative
“Lack of reliable support is one of the most common complaints from users... implementation is significantly heavier than any other tool on this list.” Claude Haiku 4.5, 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
78 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. 1058 links across 184 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 · Bluecopa49 answers · 69 citations · 12 models
vendor site · HighRadius47 answers · 106 citations · 14 models
vendor site · Upflow46 answers · 51 citations · 12 models
vendor site · Stuut33 answers · 69 citations · 11 models
vendor site · Emagia33 answers · 66 citations · 11 models
31 answers · 34 citations · 12 models
26 answers · 41 citations · 10 models
vendor site · Rex26 answers · 26 citations · 9 models
vendor site · Lunos23 answers · 26 citations · 12 models
vendor site · Cashbook23 answers · 24 citations · 12 models
vendor site · Ledge22 answers · 23 citations · 11 models
22 answers · 22 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.
45 answers · 11 models
41 answers · 12 models
29 answers · 12 models
26 answers · 10 models
25 answers · 9 models
24 answers · 9 models
23 answers · 10 models
21 answers · 9 models
20 answers · 11 models
19 answers · 11 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 | 62% | 691 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| Stuut stuut.ai | 11% | 35 | 1,900 | 14 | 1,574 | 64 | ||
| Serrala serrala.com Serrala 4%, Serrala FS² AutoBank 2% | 6% | 82 | 590 | 15 | 1,862 | $5,046 | 42 | 9 |
| Billtrust billtrust.com | 4% | 317 | 6,600 | 159 | 50,343 | $718 | 15 | 5 |
| Emagia emagia.com | 4% | 69 | 210 | 6 | 75,872 | 3 | 6 | |
| Basware basware.com | 2% | 145 | 2,400 | 43 | 5,271 | 34 | ||
| Gaviti gaviti.com | 2% | 136 | 320 | 4 | 6,043 | 0 | 4 | |
| Upflow upflow.io | 2% | 170 | 880 | 102 | 25,361 | |||
| Tipalti tipalti.com | 2% | 517 | 18,100 | 381 | 213,652 | $83,363 | 120 | |
| BlackLine blackline.com BlackLine Invoice-to-Cash 2%, BlackLine Cash Application 0% | 2% | 97 | 27,100 | 1,255 | 28,740 company | $4,066 | 79 |
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, ledge.co). 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 4.5HighRadiusno first choiceChangedHighRadiusSerralaagainst: HighRadiusno first choiceagainst: BlackLine Cash Application, HighRadius, Serrala
Four alternatives
Billtrust, BlackLine Cash Application, Esker, SerralaFour alternatives
Billtrust, BlackLine Cash Application, Esker, SerralaOne alternative
BilltrustGPT-5.4 miniHighRadiusBlackLine Invoice-to-CashChangedno first choiceagainst: KyribaHighRadiusno first choiceagainst: SAP Cash Application
Two alternatives
BlackLine Cash Application, SidetradeThree alternatives
Cointab, Esker Accounts Receivable Solution Suite, SolveXiaFour alternatives
BlackLine Cash Application, HighRadius, Oracle Cash Processing / Receivables automation, SAP Cash ApplicationTwo alternatives
BlackLine Cash Application, SerralaGemini 3.5 FlashHighRadiusHighRadiusHeldHighRadiusHighRadiusno first choiceagainst: BlackLine Cash Application, Chaser, Microsoft Dynamics, Oracle NetSuite, Quadient Accounts Receivable, SAP Cash Application, Stripe
Four alternatives
Billtrust, BlackLine Cash Application, Serrala, VersapayFour alternatives
Billtrust, BlackLine Cash Application, Esker, SerralaSix alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, Serrala, VersapayThree alternatives
Billtrust, Ledge, SerralaPerplexity SonarHighRadiusHighRadiusHeldHighRadiusHighRadiusno first choiceagainst: Stripe-style payment processors
Two alternatives
Billtrust, EmagiaThree alternatives
Basware, Quadient Accounts Receivable, UpflowThree alternatives
BlackLine Cash Application, Emagia, EskerOne alternative
CashbookGrok 4.1 FastHighRadiusagainst: Esker, Quadient Accounts ReceivableHighRadiusHeldHighRadiusagainst: SidetradeStuutagainst: BILL, Billtrust, BlackLine Cash Application, Esker, HighRadius, Kolleno, Lunos, SerralaHighRadiusagainst: BlackLine Cash Application, Chaser, Esker, Ledge, Quadient Accounts Receivable, Upflow
Three alternatives
Billtrust, BlackLine Cash Application, EmagiaTwo alternatives
BlackLine Cash Application, TrintechSix alternatives
Billtrust, BlackLine Cash Application, Cashbook, Emagia, Esker, SerralaTwo alternatives
Billtrust, BlackLine Cash ApplicationMistral SmallUpflowBasware, SerralaChangedEmagia, HighRadiusagainst: Billtrust, Tesorio, VersapayHighRadiusagainst: BlackLine Cash Applicationno first choiceagainst: Billtrust, Esker, Serrala, Versapay
Four alternatives
Billtrust, Gaviti, OpenEnvoy, Quadient Accounts ReceivableOne alternative
RillionOne alternative
Quadient AR AutomationDeepSeek V4 FlashEmagia, HighRadiusHighRadiusChangedagainst: EskerHighRadiusagainst: Emagia, OpenEnvoy, Tesorio, VersapayStuutagainst: BlackLine Cash Application, Serrala, Versapayno first choiceagainst: Billtrust, Emagia, HighRadiusagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Serrala, Versapay
Four alternatives
Billtrust, BlackLine Cash Application, Esker, VersapayThree alternatives
Billtrust, BlackLine Cash Application, SerralaThree alternatives
Billtrust, BlackLine Cash Application, EskerOne alternative
HighRadiusLlama 4 Maverickno first choiceno first choiceHeldno first choiceStuutHighRadiusagainst: Billtrust, Esker, Serrala, Versapay
Five alternatives
Billtrust, BlackLine Cash Application, HighRadius, Serrala, VersapayTwo alternatives
Quadient Accounts Receivable, RexThree alternatives
BlackLine Cash Application, Emagia, EskerQwen 3.7 FlashHighRadiusHighRadiusHeldHighRadiusCord Financial Systemsagainst: Altivo, Trullionno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Quadient Accounts Receivable, Serrala, Versapay
Two alternatives
Bluecopa, EmagiaFive alternatives
Basware, Coupa, Ledge, Tipalti, VersapayFour alternatives
BlackLine Cash Application, Esker, Ledge, TesorioTwo alternatives
BlackLine Cash Application, HighRadiusKimi K2Billtrust, HighRadiusHighRadiusChangedHighRadiusStuutagainst: BlackLine Cash Application, Emagia, HighRadiusHighRadiusagainst: Billtrust, BlackLine Cash Application, HighRadius, Serrala
Four alternatives
BlackLine Cash Application, Cashbook, Emagia, EskerThree alternatives
BlackLine Cash Application, SAP Cash Application, Trintech CadencyFive alternatives
Billtrust, BlackLine Cash Application, Emagia, Serrala, VersapayTwo alternatives
Ledge, SAP Cash ApplicationFour alternatives
BlackLine Cash Application, Esker, Stuut, VersapayGLM 4.7 FlashXHighRadiusHighRadius, TipaltiChangedHighRadiusHighRadiusagainst: Eskerno first choiceagainst: Cash App
Four alternatives
Billtrust, BlackLine Cash Application, Emagia, SerralaFive alternatives
AvidXchange, BILL, Coupa, Medius, SAP AribaSix alternatives
Billtrust, BlackLine Cash Application, Emagia, Esker, Quadient AR Automation, SerralaFour alternatives
Billtrust, BlackLine Cash Application, Serrala, VersapayMiniMax M2.5Billtrust, EmagiaHighRadiusChangedEmagia, HighRadiusStuutno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Serrala, Versapay
Three alternatives
OpenEnvoy, Serrala, UpflowTwo alternatives
BlackLine Cash Application, EskerFive alternatives
Billtrust, BlackLine Cash Application, Quadient Accounts Receivable, Serrala, SidetradeTwo alternatives
HighRadius, LedgeGPT-6 LunaHighRadiusHighRadiusHeldHighRadiusSerrala FS² AutoBankagainst: HighRadiusno first choiceagainst: Billtrust, HighRadius, SAP Cash Application, Serrala
Three alternatives
BlackLine Cash Application, Esker, SerralaTwo alternatives
Esker, SerralaSeven alternatives
Billtrust, BlackLine Cash Application, Esker Cash Application, Oracle Receivables, SAP Cash Application, Serrala, VersapayOne alternative
BilltrustMuse Glimmer 30BHighRadiusHighRadiusHeldBlackLine Cash Application, HighRadiusGavitiagainst: BlackLine Cash Application, Eskerno first choiceagainst: Billtrust, BlackLine Cash Application, Esker, HighRadius, Serrala, Versapay
Two alternatives
BlackLine Cash Application, formerly Rimilia, SerralaTwo alternatives
BlackLine Cash Application, EskerFour alternatives
Billtrust, Emagia, Esker, VersapayTwo alternatives
HighRadius, SerralaBold 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 08:37 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:19 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:58 | yes | 11 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:07 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:36 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:10 | yes | 7 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:06 | yes | 21 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:49 | yes | 9 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:04 | yes | 13 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:06 | yes | 18 | 80 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:45 | yes | 13 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:10 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:07 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:51 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:20 | yes | 13 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:22 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:17 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:27 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:29 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:52 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:18 | yes | 25 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:40 | yes | 14 | 73 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:52 | yes | 5 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:41 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:09 | yes | 17 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:50 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 17 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:50 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:43 | yes | 19 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:07 | yes | 20 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:19 | yes | 24 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:02 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:48 | yes | 9 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:17 | yes | 23 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:11 | yes | 19 | 102 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:16 | yes | 22 | 83 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 9 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:05 | yes | 12 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:07 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:46 | yes | 3 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 24 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:43 | yes | 16 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:49 | yes | 19 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:50 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:40 | yes | 22 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:28 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:25 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:46 | yes | 18 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:54 | yes | 24 | 53 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:24 | yes | 17 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:00 | yes | 3 | 28 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:04 | yes | 21 | 40 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:30 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:19 | yes | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:00 | yes | 8 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:31 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:49 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:52 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:45 | yes | 19 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:24 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:55 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:12 | yes | 24 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 14 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:02 | no | 0 | 57 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:38 | yes | 3 | 37 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:43 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:49 | yes | 14 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:20 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:20 | yes | 15 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:10 | yes | 17 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:04 | yes | 21 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:30 | yes | 5 | 2 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:55 | yes | 18 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:57 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:56 | yes | 13 | 69 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:44 | yes | 17 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:10 | yes | 23 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:03 | yes | 17 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:05 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 17 | 31 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
BlackLine read as BlackLine Cash Application
BlackLine (Cash Application Module) read as BlackLine Cash Application
NetSuite read as Oracle NetSuite
Quadient read as Quadient Accounts Receivable
Quadient (AR‑Automation) read as Quadient Accounts Receivable
Quadient AR read as Quadient Accounts Receivable
SAP read as SAP Cash Application
YayPay read as Quadient Accounts Receivable
Unresolved, counted raw
Altivo
BlackLine Cash Application, formerly Rimilia
Cointab
Cord Financial Systems
Esker Accounts Receivable Solution Suite
Esker Cash Application
NetSuite Cash App
Oracle Cash Processing / Receivables automation
Serrala FS² AutoBank
Stripe-style payment processors
Discontinued, still offered
No shut-down product was recommended here.