Accounts receivable automation
Asked as “accounts receivable automation software”, and as “collections management tool”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Zoho Books 12%
24Upflow12Zoho Books10Billtrust54others
24% of first choices, contested.
Since October 2026▲+7Since October 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise.Upflow held the lead, +7 points on 17%, 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.This pageEnterprise
HighRadius72%Clear leader▼−6Since October 2026: 78% → 72%, −6 points. Inside the 10-point floor: within noise.Standing →
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.This pageEnterpriseHighRadius72%Clear leader▼−6Since October 2026: 78% → 72%, −6 points. Inside the 10-point floor: within noise.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 October 2026
01Upflow24%3%35accepted challenger▲+7Since October 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise.17% → 24%
Upflow24%3%35accepted challenger▲+7Since October 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise.17% → 24%02
Zoho Books12%0%12accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 10-point floor: within noise.13% → 12%
Zoho Books12%0%12accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 10-point floor: within noise.13% → 12%03
Versapay10%11%37accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 10-point floor: within noise.10% → 10%
Versapay10%11%37accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 10-point floor: within noise.10% → 10%04
Billtrust10%23%35accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 10-point floor: within noise.10% → 10%
Billtrust10%23%35accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 10-point floor: within noise.10% → 10%05
Kolleno8%9%11accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 10-point floor: within noise.2% → 8%
Kolleno8%9%11accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 10-point floor: within noise.2% → 8%06HighRadius5%40%42criticized challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 10-point floor: within noise.6% → 5%
HighRadius5%40%42criticized challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 10-point floor: within noise.6% → 5%07
Tesorio3%3%32accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%
Tesorio3%3%32accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%08Chaser3%11%18accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%
Chaser3%11%18accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%09
Quadient AR2%17%29accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%
Quadient AR2%17%29accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%10
Invoiced2%10%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Invoiced2%10%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%11
Paidnice2%7%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Paidnice2%7%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%12
Gaviti2%10%10accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%
Gaviti2%10%10accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%Show the one product at 0%, ordered by negative rate
13
BILL Accounts Receivable0%14%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
BILL Accounts Receivable0%14%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 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.
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
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Upflow24%
Upflow24%02Zoho Books12%
Zoho Books12%03Versapay10%
Versapay10%04Billtrust10%
Billtrust10%05Kolleno8%
Kolleno8%06HighRadius5%
HighRadius5%07Tesorio3%
Tesorio3%08Chaser3%
Chaser3%09Quadient AR2%
Quadient AR2%10Invoiced2%
Invoiced2%11Paidnice2%
Paidnice2%12Gaviti2%
Gaviti2%13BILL Accounts Receivable0%
BILL Accounts Receivable0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, 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.
HighRadius40%
17 of 42 labels negative · 10 of 14 models · 6 hard negative
“Avoid platforms designed for 'enterprise' markets (like HighRadius) which are built for companies with hundreds of employees and have massive implementation costs” Mistral Small, negative prompt
Billtrust23%
8 of 35 labels negative · 7 of 14 models · 1 hard negative
“Avoid enterprise-focused tools like Billtrust, HighRadius, Versapay, or NetSuite unless scaling up” Grok 4.20, budget prompt
Quadient AR17%
5 of 29 labels negative · 5 of 14 models
“Reviewers note simple tasks require too many steps, limited depth in credit/dispute modules, and cumbersome workflows. Cautious for small teams” Grok 4.20, negative prompt
Versapay11%
4 of 37 labels negative · 4 of 14 models · 1 hard negative
“Avoid enterprise-focused tools like Billtrust, HighRadius, Versapay, or NetSuite” Grok 4.20, budget 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
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. 812 links across 229 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 · Billtrust25 answers · 29 citations · 12 models
vendor site · Paidnice22 answers · 26 citations · 10 models
vendor site · Sourceforge21 answers · 26 citations · 9 models
vendor site · Emagia20 answers · 36 citations · 9 models
vendor site · G219 answers · 33 citations · 9 models
vendor site · Versapay16 answers · 21 citations · 11 models
15 answers · 15 citations · 11 models
vendor site · Capterra14 answers · 26 citations · 8 models
vendor site · Invoiced14 answers · 18 citations · 9 models
vendor site · Upflow13 answers · 14 citations · 9 models
13 answers · 13 citations · 7 models
vendor site · HighRadius12 answers · 20 citations · 7 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.
22 answers · 10 models
15 answers · 11 models
13 answers · 7 models
12 answers · 8 models
11 answers · 10 models
10 answers · 8 models
10 answers · 8 models
10 answers · 8 models
9 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Upflow upflow.io | 24% | 213 | 880 | 102 | 25,361 | |||
| Zoho zoho.com Zoho Books 12% | 12% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Versapay versapay.com | 10% | 252 | 6,600 | 106 | 39,155 | $12,320 | 29 | 2 |
| Billtrust billtrust.com | 10% | 362 | 6,600 | 159 | 50,343 | $718 | 15 | 6 |
| Kolleno kolleno.com | 8% | 96 | 210 | 0 | 6,343 | $92 | 37 | |
| Melio melio.com | 5% | 281 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| HighRadius highradius.com | 5% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| Tesorio tesorio.com | 3% | 155 | 880 | 8 | 1,079 | 13 | ||
| Chaser chaserhq.com | 3% | 178 | 6,120,000 | 13,683 | 11,066 | 0 | ||
| Wave waveapps.com | 3% | 363 | 368,000 | 253,218 | 708,862 | 39 |
Google's top ten for the three searches hold 16 sites; 3 of them are among the sites the models cited here (billtrust.com, highradius.com, versapay.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 a mid-market B2B company?”Paraphrase“Which collections management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top AR automation tools and how do they differ?”Budget-constrained“What is the best accounts receivable automation software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an accounts receivable automation software. What should we look at?”Negative“Which AR automation tools should I avoid or be cautious about?”
Claude Haiku 4.5Billtrust, Quadient ARno first choiceChangedno first choiceMelio, Xero, Zoho Booksno first choicenothing named
Three alternatives
Gaviti, Invoiced, VersapaySix alternatives
BILL Accounts Receivable, HighRadius, LedgerUp, Quadient AR, Upflow, VersapayTwo alternatives
FreshBooks, Invoice FlyGPT-5.4 miniBilltrust, UpflowTesorio, UpflowChangedBlackLine Invoice-to-Cash, HighRadiusNickelno first choicenothing named
Two alternatives
Gaviti, HighRadiusTwo alternatives
Billtrust, Quadient ARFive alternatives
BILL Accounts Receivable, Billtrust, Quadient AR, Tesorio, VersapayThree alternatives
Anchor, Bill360, ChaserGemini 3.5 FlashVersapayGavitiChangedagainst: HighRadius, QuickBooks Online, SAP S/4HANA Cloud Accounts Receivable Automation, XeroBilltrust, HighRadiusChaserno first choiceagainst: BILL Accounts Receivable, Billtrust, HighRadius, Microsoft Dynamics 365, NetSuite AR, QuickBooks Online
Six alternatives
Billtrust, Gaviti, HighRadius, Quadient AR, Tesorio, UpflowFour alternatives
Invoiced, Quadient AR, Upflow, VersapayFive alternatives
BILL Accounts Receivable, Quadient AR, TreviPay, Upflow, VersapaySeven alternatives
BILL Accounts Receivable, ChaseAI, FreshBooks, Plooto, QuickBooks Online, Xero, Zoho BooksPerplexity SonarUpflowUpflowHeldagainst: HighRadiusHighRadius, Serrala Alevate ARZoho Booksno first choiceagainst: Billtrust, HighRadius, Quadient AR, Tesorio, Versapay
Two alternatives
HighRadius, VersapayThree alternatives
Kolleno, Tesorio, VersapayEight alternatives
Billtrust, Centime, Invoiced, Monk, Quadient AR, Tesorio, Upflow, VersapayTwo alternatives
BILL Accounts Receivable, QuickBooks OnlineGrok 4.20Versapayagainst: HighRadius, Paidnice, TabsKollenoChangedagainst: HighRadiusHighRadiusWaveagainst: Billtrust, HighRadius, NetSuite AR, Versapayno first choiceagainst: Centime, HighRadius, Invoiced, Quadient AR, Upflow
Two alternatives
Billtrust, UpflowFour alternatives
Chaser, Quadient AR, Tesorio, UpflowFour alternatives
Billtrust, Stuut, Tesorio, YonovoThree alternatives
FreshBooks, Paidnice, XeroMistral SmallBilltrust, VersapayTesorio, UpflowChangedno first choiceZoho Books, ezyCollectno first choiceagainst: BILL Accounts Receivable, Billtrust, HighRadius, Quadient AR
Three alternatives
BILL Accounts Receivable, Quadient AR, UpflowTwo alternatives
Chaser, KollenoOne alternative
PaidniceDeepSeek V4 FlashVersapayagainst: HighRadiusUpflowChangedEmagia, HighRadiusagainst: BlackLine Invoice-to-CashZoho Booksagainst: Chaser, Kollenono first choiceagainst: Centime, HighRadius, Microsoft Dynamics 365, NetSuite AR, Sage Intacct
Two alternatives
Billtrust, UpflowFour alternatives
Chaser, Gaviti, Kolleno, TesorioThree alternatives
Billtrust, Sage Intacct, VersapayFour alternatives
BILL Accounts Receivable, Melio, Paidnice, ezyCollectLlama 4 MaverickUpflowKollenoChangedno first choicePaidniceno first choicenothing named
Three alternatives
BILL Accounts Receivable, HighRadius, PaidniceTwo alternatives
Quadient AR, UpflowQwen 3.7 FlashHighRadiusUpflowChangedAutomation Anywhere, UiPathInvoiced, Versapayagainst: Chaser, HighRadius, Oracle NetSuiteno first choiceagainst: Augmentir, Microsoft HoloLens, VSight
Four alternatives
Monk, Tesorio, Upflow, VersapayThree alternatives
Billtrust, Monk, TesorioFour alternatives
Adobe Aero, Blippar Enterprise, Microsoft Power Automate, ZapparThree alternatives
BILL Accounts Receivable, Wave, Zoho BooksKimi K2Billtrust, UpflowKolleno, UpflowChangedHighRadiusMelio, Zoho Booksno first choiceagainst: Billtrust, HighRadiusagainst: BILL Accounts Receivable, Billtrust, Esker, HighRadius, Quadient AR, Versapay
Three alternatives
Quadient AR, Tesorio, VersapayTwo alternatives
Chaser, TesorioFour alternatives
Billtrust, Esker, Tesorio, VersapayTwo alternatives
Paidnice, XeroGLM 4.7 FlashXHighRadiusKollenoChangedno first choiceMelio, WaveVersapayagainst: Billtrust, Gaviti, HighRadius, Invoiced, Quadient AR
Six alternatives
BILL Accounts Receivable, Billtrust, Plooto, Tesorio, Upflow, VersapayFour alternatives
Agicap, Billtrust Collections, Tesorio, ezyCollectThree alternatives
InvoiceSherpa, QuickBooks Online, Zoho BooksThree alternatives
Lockstep Collect, Sage AR Automation, ezyCollectMiniMax M2.5Billtrustagainst: VersapayChaser, UpflowChangedno first choiceNickel, Zoho Booksno first choiceagainst: HighRadius
Four alternatives
Emagia, Paidnice, Tabs, UpflowOne alternative
TesorioFour alternatives
Billtrust, HighRadius, Kognitos, MonkTwo alternatives
BILL Accounts Receivable, QuickBooks PaymentsGPT-6 LunaBilltrustUpflowChangedno first choiceZoho Booksno first choicenothing named
Four alternatives
HighRadius RadiusOne, Tesorio, Upflow, VersapayTwo alternatives
Tesorio, VersapayTwo alternatives
QuickBooks Online, WaveMuse Glimmer 30BHighRadius, UpflowKollenoChangedagainst: Billtrust, Esker, HighRadius, SidetradeHighRadiusMerclex, Upflowno first choicenothing named
Four alternatives
Billtrust, Centime, Tesorio, VersapayFour alternatives
Chaser, Quadient AR, Tesorio, UpflowNine alternatives
BILL Accounts Receivable, Billtrust, Emagia, Invoiced, Monk, Paidnice, Tesorio, Upflow, VersapayFive alternatives
AR Collect, Credit-IQ, FreshBooks, Paidnice, XeroBold 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 10:29 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | yes | 2 | 4 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 10:24 | yes | 10 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:46 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:14 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:16 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:40 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:45 | yes | 12 | 54 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 19 | 94 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:27 | yes | 18 | 56 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:50 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 15 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:27 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:50 | yes | 3 | 4 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 10:46 | yes | 15 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:00 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 20 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:39 | yes | 17 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 9 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:46 | yes | 10 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | no | 0 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:52 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:04 | yes | 19 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:13 | yes | 3 | 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 10:40 | yes | 11 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:54 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:51 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:39 | yes | 25 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:25 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 24 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 5 | 69 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:57 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | 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 10:41 | yes | 11 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:00 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:38 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:08 | yes | 24 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:20 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:41 | yes | 19 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 14 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 25 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | yes | 5 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:32 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:42 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:53 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:30 | no | 0 | 7 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 10:11 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:09 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 30 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:38 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 23 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:29 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:52 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:54 | yes | 14 | 63 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:44 | yes | 14 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:11 | no | 0 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:49 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | 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 09:51 | yes | 6 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 14 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:29 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:10 | yes | 22 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:09 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:24 | yes | 9 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:05 | yes | 19 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:57 | yes | 20 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:47 | yes | 25 | 69 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:56 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | yes | 22 | 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
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 AR read as BILL Accounts Receivable
Bill.com read as BILL Accounts Receivable
Bill.com (BILL Accounts Receivable) read as BILL Accounts Receivable
Bill.com (BILL) read as BILL Accounts Receivable
BlackLine read as BlackLine Invoice-to-Cash
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as NetSuite AR
Quadient read as Quadient AR
Quadient (YayPay) read as Quadient AR
Quadient (formerly YayPay) read as Quadient AR
Quadient Accounts Receivable read as Quadient AR
QuickBooks read as QuickBooks Online
SAP FSCM read as SAP S/4HANA Cloud Accounts Receivable Automation
Sage read as Sage Intacct
YayPay read as Quadient AR
YayPay (now Quadient AR) read as Quadient AR
YayPay by Quadient read as Quadient AR
Unresolved, counted raw
AR Collect
AribaSolutions
Augmentir
ChaseAI
Collatio by Scry AI
Lockstep Collect
Microsoft HoloLens
Oracle NetSuite AR
Rimble
SAP AR Automation
SAP Fioneer / Oracle
Solarwinds Service Cloud
Tratta
VSight
Zappar
Discontinued, still offered
No shut-down product was recommended here.