Index › Finance › Receivables and billing › Accounts receivable auto › Enterprise · November 2026 Edition
Accounts receivable automation for enterprise buyers
Asked as “accounts receivable automation software”, and as “collections management tool”, 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
72%
Clear leader
72HighRadius11Billtrust02BILL Accounts Receivable15others
72% of first choices, clear leader.
Since October 2026▼−6Since October 2026: 78% → 72%, −6 points. Inside the 10-point floor: within noise.HighRadius held the lead, −6 points on 78%, 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
Chaser20%Contested↗new leaderNew leader since October 2026: Chaser (20%) replaces BILL Accounts Receivable (17% then, 16% now), 4 points clear, inside the 10-point floor.Standing →Mid-market
Upflow24%Contested▲+7Since October 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise.Standing →Enterprise
HighRadius72%Clear leader▼−6Since October 2026: 78% → 72%, −6 points. Inside the 10-point floor: within noise.This page
Chaser20%Contested↗new leaderNew leader since October 2026: Chaser (20%) replaces BILL Accounts Receivable (17% then, 16% now), 4 points clear, inside the 10-point floor.Standing →Mid-marketUpflow24%Contested▲+7Since October 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise.Standing →EnterpriseHighRadius72%Clear leader▼−6Since October 2026: 78% → 72%, −6 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
01HighRadius72%6%67endorsed leader▼−6Since October 2026: 78% → 72%, −6 points. Inside the 10-point floor: within noise.78% → 72%
HighRadius72%6%67endorsed leader▼−6Since October 2026: 78% → 72%, −6 points. Inside the 10-point floor: within noise.78% → 72%02
Billtrust11%7%57accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 10-point floor: within noise.6% → 11%
Billtrust11%7%57accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 10-point floor: within noise.6% → 11%03
Esker2%0%30accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Esker2%0%30accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%04
BlackLine Invoice-to-Cash2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
BlackLine Invoice-to-Cash2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%05
Emagia2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Emagia2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%06
Quadient AR2%10%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Quadient AR2%10%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%07
Tesorio2%10%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Tesorio2%10%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%08
BILL Accounts Receivable2%50%16criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
BILL Accounts Receivable2%50%16criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
09
Versapay0%8%37accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Versapay0%8%37accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Sidetrade0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Sidetrade0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Invoiced0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Invoiced0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Serrala Alevate AR0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Serrala Alevate AR0%0%10accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Upflow vs KollenoUpflow vs HighRadiusUpflow vs TesorioUpflow vs ChaserZoho Books vs VersapayZoho Books vs BilltrustZoho Books vs KollenoZoho Books vs HighRadiusZoho Books vs TesorioZoho Books vs ChaserVersapay vs BilltrustVersapay vs KollenoVersapay vs HighRadiusVersapay vs TesorioVersapay vs ChaserBilltrust vs KollenoBilltrust vs HighRadiusBilltrust vs TesorioBilltrust vs ChaserKolleno vs HighRadiusKolleno vs TesorioKolleno vs ChaserHighRadius vs TesorioHighRadius vs ChaserTesorio vs Chaser
One product takes 72% of first choices here, so the chart would put eleven 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.
What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, GLM 4.7 FlashX, MiniMax M2.5 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.
BILL Accounts Receivable50%
8 of 16 labels negative · 7 of 14 models · 4 hard negative
“SMB and Lower Mid-Market Platforms ... Why to avoid: These platforms excel for small-to-medium businesses ... but they break under enterprise demands” Gemini 3.5 Flash, negative prompt
Billtrust7%
4 of 57 labels negative · 4 of 14 models
“Considered more modular/disconnected compared to all-in-one platforms... Its AI capabilities are more limited” DeepSeek V4 Flash, comparative prompt
HighRadius6%
4 of 67 labels negative · 4 of 14 models
“HighRadius is less suitable for mid-sized companies or those seeking quick deployment” Claude Haiku 4.5, negative prompt
QuickBooks Online75%
3 of 4 labels negative · 3 of 14 models · 3 hard negative
“native invoice add-ons inside small-business accounting software (e.g., QuickBooks, Xero, Zoho Books) ... Why to avoid” Gemini 3.5 Flash, 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
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. 927 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 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 · HighRadius37 answers · 79 citations · 13 models
vendor site · Emagia31 answers · 46 citations · 11 models
vendor site · Billtrust30 answers · 46 citations · 12 models
18 answers · 18 citations · 9 models
18 answers · 18 citations · 10 models
vendor site · Paidnice17 answers · 20 citations · 10 models
vendor site · Stuut16 answers · 32 citations · 9 models
vendor site · Esker15 answers · 21 citations · 7 models
vendor site · Serrala15 answers · 20 citations · 11 models
vendor site · Bluecopa15 answers · 19 citations · 9 models
vendor site · G215 answers · 18 citations · 8 models
15 answers · 16 citations · 11 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.
18 answers · 9 models
18 answers · 10 models
13 answers · 8 models
13 answers · 8 models
12 answers · 9 models
12 answers · 7 models
11 answers · 6 models
10 answers · 7 models
10 answers · 10 models
9 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 “accounts receivable automation software”, “ar automation tools”, “best accounts receivable automation software”. 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 | 72% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| Billtrust billtrust.com | 11% | 362 | 6,600 | 159 | 50,343 | $718 | 15 | 6 |
| Esker esker.com | 2% | 236 | 12,100 | 383 | 12,337 | 5 | ||
| BlackLine blackline.com BlackLine Invoice-to-Cash 2% | 2% | 25 | 27,100 | 1,255 | 28,740 company | $4,066 | 79 | |
| Emagia emagia.com | 2% | 95 | 210 | 6 | 75,872 | 3 | ||
| Quadient quadient.com Quadient AR 2% | 2% | 76 | 50 | 4 | 131,433 company | $83 | 42 | |
| Tesorio tesorio.com | 2% | 155 | 880 | 8 | 1,079 | 13 | ||
| Melio melio.com | 2% | 281 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| Salesforce Collections Cloud | 2% | |||||||
| BILL bill.com BILL Accounts Receivable 2% | 2% | 179 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | 1 |
Google's top ten for the three searches hold 16 sites; 2 of them are among the sites the models cited here (billtrust.com, highradius.com). The first result for “accounts receivable automation 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 accounts receivable automation software for an enterprise B2B company?”Paraphrase“Which collections management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AR automation tools and how do they differ?”Budget-constrained“What is the best accounts receivable automation 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 an accounts receivable automation software. What should we look at?”Negative“Which AR automation tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HighRadiusSalesforce Collections CloudChangedHighRadiusHighRadiusno first choiceagainst: BILL Accounts Receivable, HighRadius
Two alternatives
Billtrust, Quadient ARFour alternatives
Experian Collections Manager, FICO Collections Management, Invoke Technologies, PegasystemsTwo alternatives
Quadient AR, VersapayTwo alternatives
Billtrust, SidetradeGPT-5.4 miniHighRadiusHighRadiusHeldHighRadiusHighRadiusagainst: Celonisno first choicenothing named
Five alternatives
Billtrust, BlackLine Invoice-to-Cash, Monto, Tesorio, VersapayThree alternatives
Billtrust, Quadient AR, TesorioFour alternatives
Billtrust, BlackLine Invoice-to-Cash, Sage AR Automation, VersapayOne alternative
BilltrustGemini 3.5 FlashHighRadiusHighRadiusHeldHighRadiusHighRadiusno first choiceagainst: BILL Accounts Receivable, Chargezoom, Chaser, QuickBooks Online, Xero, Zoho Books
Four alternatives
Billtrust, Quadient AR, Sidetrade, VersapayThree alternatives
Billtrust, BlackLine Invoice-to-Cash, Serrala Alevate ARSix alternatives
Billtrust, BlackLine Invoice-to-Cash, Emagia, Esker, Quadient AR, VersapayThree alternatives
BlackLine Invoice-to-Cash, Esker, VersapayPerplexity SonarHighRadiusHighRadiusHeldHighRadiusBilltrustagainst: BILL Accounts Receivableno first choicenothing named
Four alternatives
Billtrust, Esker, Invoiced, UpflowThree alternatives
Billtrust, Sidetrade, UpflowSeven alternatives
Billtrust, Centime, Invoiced, Quadient AR, Tesorio, Upflow, VersapayTwo alternatives
Esker, HighRadiusGrok 4.20HighRadiusHighRadiusHeldHighRadiusagainst: ezyCollectTesorioagainst: BILL Accounts Receivable, QuickBooks Onlineno first choiceagainst: Microsoft Dynamics 365, NetSuite AR, Oracle, SAP S/4HANA Cloud Accounts Receivable Automation
Five alternatives
Billtrust, BlackLine Invoice-to-Cash, Emagia, Esker, VersapayThree alternatives
Billtrust, Esker, TesorioFour alternatives
Billtrust, BlackLine Invoice-to-Cash, Emagia, YonovoTwo alternatives
Billtrust, HighRadiusMistral SmallEmagia, HighRadiusHighRadiusChangedHighRadiusHighRadiusno first choiceagainst: Microsoft HoloLens 2
Three alternatives
Billtrust, Monk, VersapayTwo alternatives
Billtrust, TesorioFive alternatives
Billtrust, Emagia, Serrala Alevate AR, Tesorio, VersapayDeepSeek V4 FlashHighRadiusagainst: Quadient ARHighRadiusHeldHighRadiusagainst: BilltrustBilltrustagainst: Emagia, Quadient AR, Sidetrade, Tesorio, Versapayno first choiceagainst: BILL Accounts Receivable, Microsoft Dynamics 365, Oracle, SAP S/4HANA Cloud Accounts Receivable Automation, Sage Intacct
Three alternatives
Billtrust, Esker, VersapayOne alternative
BilltrustEight alternatives
BlackLine Invoice-to-Cash, Emagia, Esker, Monk, Quadient AR, Sidetrade, Tesorio, VersapayOne alternative
HighRadiusLlama 4 MaverickHighRadiusHighRadiusHeldno first choiceHighRadiusno first choiceagainst: Billtrust, HighRadius
Three alternatives
Billtrust, Esker, SidetradeTwo alternatives
BILL Accounts Receivable, PaidniceQwen 3.7 FlashHighRadiusHighRadiusHeldHighRadiusHighRadiusno first choiceagainst: Adobe Aero, Lens Studio, Meta Spark, TikTok Effects, Unity Plugins from the Asset Store
Two alternatives
Billtrust, EskerThree alternatives
Cera Finance, Tipalti, Workday Revenue ManagementThree alternatives
BILL Accounts Receivable, BlackLine Invoice-to-Cash, YonovoFour alternatives
BlackLine Invoice-to-Cash, Oracle Fusion Cloud Revenue Management, SAP Intelligent Recover Management, VeritoneKimi K2HighRadiusHighRadiusHeldHighRadiusBlackLine Invoice-to-Cashagainst: BILL Accounts Receivable, QuickBooks Onlineno first choiceagainst: Billtrust, HighRadius, Tesorio, Versapay
Two alternatives
Billtrust, VersapayTwo alternatives
Billtrust, TesorioEight alternatives
Billtrust, BlackLine Invoice-to-Cash, Emagia, Esker, Quadient AR, Sidetrade, Tesorio, VersapayOne alternative
HighRadiusGLM 4.7 FlashXBilltrust, HighRadiusHighRadiusChangedHighRadiusBILL Accounts Receivable, Meliono first choicenothing named
Four alternatives
Emagia, Esker, Monk, VersapayTwo alternatives
Billtrust, EskerThree alternatives
Billtrust, Quadient AR, VersapayOne alternative
ChaserMiniMax M2.5Billtrust, HighRadiusHighRadiusChangedHighRadiusQuadient ARagainst: Billtrust, Versapayno first choiceagainst: HighRadius, Microsoft Dynamics 365, Oracle Fusion Cloud Financials, SAP S/4HANA Cloud Accounts Receivable Automation
Three alternatives
Emagia, Esker, VersapayThree alternatives
Billtrust, Esker, TesorioSeven alternatives
BILL Accounts Receivable, Billtrust, Sage Intacct, Stuut, Tesorio, Upflow, VersapayTwo alternatives
HighRadius, Lunos AIGPT-6 LunaHighRadiusHighRadiusHeldHighRadiusEskeragainst: BILL Accounts Receivableno first choiceagainst: BILL Accounts Receivable, Plooto
One alternative
BilltrustTwo alternatives
Billtrust, SidetradeSix alternatives
Billtrust, BlackLine Invoice-to-Cash, Esker, FIS GETPAID, Sidetrade, VersapayTwo alternatives
Billtrust, HighRadiusFour alternatives
Billtrust, Esker, HighRadius, VersapayMuse Glimmer 30BBilltrust, HighRadiusHighRadiusChangedHighRadiusHighRadiusagainst: Chaserno first choicenothing named
Two alternatives
Emagia, MonkOne alternative
EskerEight alternatives
Billtrust, Emagia, Invoiced, Quadient AR, Serrala Alevate AR, Sidetrade, Upflow, VersapayOne alternative
EskerBold 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 10:05 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:56 | yes | 3 | 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 12:45 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 5 | 26 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:35 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:26 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:59 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:45 | yes | 5 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 15 | 61 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:22 | yes | 9 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:42 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:05 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 1 | 5 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 12:22 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:13 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 25 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:37 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:58 | yes | 5 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 15 | 73 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:35 | yes | 5 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:54 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:10 | yes | 11 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:01 | yes | 18 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 6 | 7 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 09:08 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:16 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 5 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:27 | yes | 22 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:42 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:11 | yes | 5 | 54 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:26 | yes | 23 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:54 | yes | 25 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | yes | 14 | 143 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:47 | yes | 9 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:21 | yes | 3 | 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 11:20 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:34 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 25 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:31 | yes | 24 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:21 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:45 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:54 | yes | 24 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:15 | yes | 24 | 56 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | yes | 23 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:45 | yes | 20 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:24 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:32 | yes | 3 | 8 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 09:23 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 10 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 22 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:07 | yes | 18 | 69 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:18 | yes | 10 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 20 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 19 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:56 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 13 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:00 | yes | 4 | 7 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 11:51 | yes | 13 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:21 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 12 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:23 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 23 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:26 | yes | 20 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:48 | yes | 21 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:52 | yes | 19 | 74 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:11 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:45 | yes | 20 | 35 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 read as BILL Accounts Receivable
BILL (Bill.com) read as BILL Accounts Receivable
BILL (formerly Bill.com) read as BILL Accounts Receivable
BILL AP/AR read as BILL Accounts Receivable
BILL.com read as BILL Accounts Receivable
Bill read as BILL Accounts Receivable
Bill.com read as BILL Accounts Receivable
BlackLine read as BlackLine Invoice-to-Cash
BlackLine (AR Automation Suite) read as BlackLine Invoice-to-Cash
BlackLine (AR Intelligence) read as BlackLine Invoice-to-Cash
BlackLine (Invoice-to-Cash & Verity AI) read as BlackLine Invoice-to-Cash
BlackLine (Invoice-to-Cash) read as BlackLine Invoice-to-Cash
BlackLine (now part of OpenText) read as BlackLine Invoice-to-Cash
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as NetSuite AR
Oracle Fusion read as Oracle Fusion Cloud Financials
Quadient (YayPay) read as Quadient AR
Quadient Accounts Receivable read as Quadient AR
QuickBooks read as QuickBooks Online
SAP read as SAP S/4HANA Cloud Accounts Receivable Automation
Sage read as Sage Intacct
Serrala read as Serrala Alevate AR
Serrala (FS2 Collections Management) read as Serrala Alevate AR
YayPay by Quadient read as Quadient AR
Unresolved, counted raw
Cera Finance
Experian Collections Manager
FICO Collections Management
Fintech-focused collections platforms
Invoke Technologies
Kony
Lens Studio
Meta Spark (formerly Spark AR)
Microsoft HoloLens 2
Monto
NetSuite's native AR solution
Pegasystems (Pega)
SAP Intelligent Recover Management (ARM)
Salesforce Collections Cloud
TikTok Effects
Unity Plugins from the Asset Store
Veritone (formerly Touchstone Systems)
Discontinued, still offered
No shut-down product was recommended here.