Index › Finance › Receivables and billing › Accounts receivable auto › Small business · November 2026 Edition
Accounts receivable automation for small business buyers
Asked as “accounts receivable automation software”, and as “collections management tool”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · BILL Accounts Receivable 16%
20Chaser16BILL Accounts Receivable14Paidnice51others
20% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Chaser (20%) replaces BILL Accounts Receivable (17% then, 16% now), 4 points clear, inside the 10-point floor.Chaser leads at 20%, replacing BILL Accounts Receivable, which led at 17% and stands at 16% now: 4 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Chaser20%2%42accepted challenger▲+5Since October 2026: 15% → 20%, +5 points. Inside the 10-point floor: within noise.15% → 20%
Chaser20%2%42accepted challenger▲+5Since October 2026: 15% → 20%, +5 points. Inside the 10-point floor: within noise.15% → 20%02
BILL Accounts Receivable16%10%48accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 10-point floor: within noise.17% → 16%
BILL Accounts Receivable16%10%48accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 10-point floor: within noise.17% → 16%03
Paidnice14%0%26accepted challenger▲+1Since October 2026: 13% → 14%, +1 point. Inside the 10-point floor: within noise.13% → 14%
Paidnice14%0%26accepted challenger▲+1Since October 2026: 13% → 14%, +1 point. Inside the 10-point floor: within noise.13% → 14%04Upflow10%14%35accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 10-point floor: within noise.8% → 10%
Upflow10%14%35accepted challenger▲+2Since October 2026: 8% → 10%, +2 points. Inside the 10-point floor: within noise.8% → 10%05
Zoho Books8%0%18accepted challenger▼−7Since October 2026: 15% → 8%, −7 points. Inside the 10-point floor: within noise.15% → 8%
Zoho Books8%0%18accepted challenger▼−7Since October 2026: 15% → 8%, −7 points. Inside the 10-point floor: within noise.15% → 8%06
Wave8%30%10criticized challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 10-point floor: within noise.6% → 8%
Wave8%30%10criticized challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 10-point floor: within noise.6% → 8%07
FreshBooks4%10%20accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
FreshBooks4%10%20accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%08
QuickBooks Online2%5%22accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
QuickBooks Online2%5%22accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%09
Invoiced2%0%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Invoiced2%0%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%10
Plooto2%0%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Plooto2%0%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%11
Xero2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Xero2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
15HighRadius0%78%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
HighRadius0%78%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14
Billtrust0%71%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Billtrust0%71%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
Versapay0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Versapay0%60%10criticized 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 small business.
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 →
0102030405060708091011
12131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Chaser20%
Chaser20%02BILL Accounts Receivable16%
BILL Accounts Receivable16%03Paidnice14%
Paidnice14%04Upflow10%
Upflow10%05Zoho Books8%
Zoho Books8%06Wave8%
Wave8%07FreshBooks4%
FreshBooks4%08QuickBooks Online2%
QuickBooks Online2%09Invoiced2%
Invoiced2%10Plooto2%
Plooto2%11Xero2%
Xero2%12ezyCollect2%
ezyCollect2%13Versapay0%
Versapay0%14Billtrust0%
Billtrust0%15HighRadius0%
HighRadius0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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.
HighRadius78%
18 of 23 labels negative · 11 of 14 models · 12 hard negative
“Avoid starting with an enterprise AR automation platform if you are a small business... EUR 100,000+/year for enterprise platforms like HighRadius.” Muse Glimmer 30B, negative prompt
Billtrust71%
12 of 17 labels negative · 9 of 14 models · 8 hard negative
“Enterprise‑scale AR/AR‑automation platforms (e.g., HighRadius, Billtrust, complex order‑to‑cash suites) | • Very high cost (often $10K+ per year)” GLM 4.7 FlashX, negative prompt
Versapay60%
6 of 10 labels negative · 5 of 14 models · 1 hard negative
“Mid-market/enterprise focus with custom pricing. Overkill for simple AR needs.” Kimi K2, negative prompt
BILL Accounts Receivable10%
5 of 48 labels negative · 5 of 14 models
“While these tools can be useful, small businesses should be cautious if they require advanced collections automation” Mistral Small, 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
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. 847 links across 185 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 · Paidnice31 answers · 43 citations · 10 models
30 answers · 32 citations · 13 models
vendor site · Sourceforge29 answers · 49 citations · 8 models
vendor site · G229 answers · 41 citations · 12 models
vendor site · Capterra22 answers · 26 citations · 9 models
19 answers · 19 citations · 10 models
vendor site · Emagia17 answers · 27 citations · 9 models
16 answers · 18 citations · 10 models
vendor site · Upflow15 answers · 20 citations · 7 models
vendor site · BILL15 answers · 18 citations · 10 models
vendor site · NetSuite14 answers · 14 citations · 8 models
14 answers · 14 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.
29 answers · 10 models
26 answers · 13 models
19 answers · 10 models
19 answers · 8 models
13 answers · 7 models
13 answers · 8 models
13 answers · 6 models
11 answers · 9 models
11 answers · 7 models
10 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 “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 |
|---|---|---|---|---|---|---|---|---|
| Chaser chaserhq.com | 20% | 178 | 6,120,000 | 13,683 | 11,066 | 0 | ||
| BILL bill.com BILL Accounts Receivable 16% | 16% | 179 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | 1 |
| Paidnice paidnice.com | 14% | 103 | 110 | 2 | 16,387 | 7 | ||
| Upflow upflow.io | 10% | 213 | 880 | 102 | 25,361 | |||
| Zoho zoho.com Zoho Books 8% | 8% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Wave waveapps.com | 8% | 363 | 368,000 | 253,218 | 708,862 | 39 | ||
| FreshBooks freshbooks.com | 4% | 304 | 40,500 | 389 | 305,801 | $221 | 113 | |
| QuickBooks quickbooks.ninja QuickBooks Online 2% | 2% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Invoiced invoiced.com | 2% | 130 | 110,000 | 36,685 | 46,626 | 54 | ||
| Plooto plooto.com | 2% | 45 | 1,000 | 26 | 17,578 | 0 | 8 |
Google's top ten for the three searches hold 16 sites; 2 of them are among the sites the models cited here (bill.com, netsuite.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 small B2B company?”Paraphrase“Which collections management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top AR automation tools for a small team and how do they differ?”Budget-constrained“What is the best accounts receivable automation software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an accounts receivable automation software. What should we look at?”Negative“Which AR automation tools should a small business avoid or be cautious about?”
Claude Haiku 4.5BILL Accounts Receivableno first choiceChangedPlootoZoho Booksno first choicenothing named
Three alternatives
Chaser, Upflow, XeroThree alternatives
BILL Accounts Receivable, FreshBooks, UpflowOne alternative
BILL Accounts ReceivableGPT-5.4 miniBill360UpflowChangedBill360, ChaserBILL Accounts Receivableno first choicenothing named
Two alternatives
BILL Accounts Receivable, UpflowTwo alternatives
Billtrust, InvoicedThree alternatives
BILL Accounts Receivable, Kolleno, UpflowTwo alternatives
Chaser, Zoho BooksGemini 3.5 FlashBILL Accounts ReceivableChaserChangedBILL Accounts ReceivableZoho Invoiceagainst: Billtrust, HighRadius, TreviPayChaseragainst: BILL Accounts Receivable, Billtrust, BlackLine Invoice-to-Cash, HighRadius, Serrala Alevate AR, Sidetrade
Four alternatives
Chaser, Invoiced, Plooto, UpflowFive alternatives
InvoiceSherpa, Invoiced, QuickBooks Online, Upflow, XeroFive alternatives
Chaser, Invoiced, Melio, Plooto, UpflowSix alternatives
FreshBooks, Melio, Paidnice, Plooto, QuickBooks Online, XeroFour alternatives
BILL Accounts Receivable, Gaviti, Invoiced, UpflowPerplexity SonarBILL Accounts ReceivableChaserChangedagainst: KollenoBILL Accounts Receivable, Chaseragainst: Esker, HighRadius, VersapayZoho Booksagainst: Upflowno first choiceagainst: Billtrust, HighRadius, Quadient AR, Versapay
Four alternatives
Chaser, Credit-IQ, Paidnice, UpflowTwo alternatives
Abivo, UpflowFour alternatives
Centime, Invoiced, Monk, UpflowThree alternatives
BILL Accounts Receivable, Paidnice, QuickBooks PaymentsGrok 4.20Invoicedagainst: Billtrust, Chaser, FreshBooks, HighRadius, NetSuite AR, Tesorio, Versapay, WaveChaserChangedagainst: HighRadius, Quadient ARBILL Accounts Receivableagainst: HighRadius, UpflowWaveagainst: Billtrust, HighRadiusno first choiceagainst: BILL Accounts Receivable, Billtrust, HighRadius
Two alternatives
BILL Accounts Receivable, PaidniceTwo alternatives
Invoiced, ezyCollectFour alternatives
FreshBooks, QuickBooks Online, Wave, XeroThree alternatives
FreshBooks, QuickBooks Online, XeroMistral SmallPaidniceAbivo, ChaserChangedPlootoQuickBooks Paymentsno first choiceagainst: BILL Accounts Receivable, Billtrust, HighRadius
Three alternatives
Credit-IQ, Invoiced, ezyCollectThree alternatives
Kolleno, Upflow, ezyCollectSix alternatives
BILL Accounts Receivable, Chaser, GoCardless, Sage Intacct, Upflow, ezyCollectThree alternatives
BILL Accounts Receivable, Paidnice, Zoho BooksDeepSeek V4 FlashPlootoezyCollectChangedagainst: UpflowPlootoagainst: Tabs, VersapayWave, Xerono first choiceagainst: Autorox, Billtrust, Esker, Gaviti, HighRadius, Quadient AR, Tabs, Upflow, Wave
Four alternatives
BILL Accounts Receivable, Chaser, Invoiced, PaidniceTwo alternatives
Chaser, PaidniceThree alternatives
BILL Accounts Receivable, Chaser, LockstepThree alternatives
FreshBooks, QuickBooks Online, ezyCollectLlama 4 MaverickPaidniceno first choiceChangedPlootoagainst: BILL Accounts Receivable, Billtrust, HighRadiusPaidniceno first choicenothing named
Two alternatives
Credit-IQ, MonkTwo alternatives
BILL Accounts Receivable, Zoho BooksQwen 3.7 FlashBILL Accounts ReceivableChaserChangedagainst: HighRadiusChaser, Tesorio, Zoho BooksInvoice Flyno first choiceagainst: CashflowAI, HighRadiusnothing named
Three alternatives
Chaser, Plooto, Zoho InvoiceTwo alternatives
Gaviti, TesorioTwo alternatives
BILL Accounts Receivable, UpflowFour alternatives
Credit-IQ, FreshBooks, Wave, Zoho BooksKimi K2BILL Accounts Receivableagainst: FreshBooks, QuickBooks OnlinePaidniceChangedChaser, UpflowWavePaidniceagainst: BILL Accounts Receivable, Billtrust, Gaviti, HighRadius, PayPal Invoicing, Versapay
Three alternatives
Invoiced, Melio, PaidniceFive alternatives
BILL Accounts Receivable, Billtrust, Chaser, Invoiced, UpflowFour alternatives
BILL Accounts Receivable, Melio, Paidnice, Square InvoicesThree alternatives
Envoice, FreshBooks, XeroFour alternatives
BILL Accounts Receivable, Chaser, QuickBooks Payments, Zoho BooksGLM 4.7 FlashXBILL Accounts ReceivableUpflowChangedInvoicedEnvoice, FreshBooksno first choiceagainst: Billtrust, HighRadius
Six alternatives
Centime, Invoiced, Kolleno, Paidnice, QuickBooks Online, Zoho BooksThree alternatives
Chaser, Paidnice, ezyCollectThree alternatives
BILL Accounts Receivable, FreshBooks, XeroThree alternatives
Invoiced, QuickBooks Online, XeroMiniMax M2.5PaidniceChaser, UpflowChangedMerclexWaveno first choiceagainst: Amazon Sumerian
Four alternatives
BILL Accounts Receivable, Chaser, Invoiced, UpflowThree alternatives
FreshBooks, QuickBooks Online, Zoho BooksFour alternatives
Chaser, Paidnice, Plooto, UpflowTwo alternatives
Invoice Fly, InvoiceSherpaGPT-6 LunaChaserQuickBooks OnlineChangedQuickBooks OnlineZoho Booksagainst: Dueflono first choiceagainst: Billtrust, BlackLine Invoice-to-Cash, HighRadius, Versapay
Three alternatives
BILL Accounts Receivable, QuickBooks Online reminders, UpflowOne alternative
ChaserFour alternatives
BILL Accounts Receivable, Chaser, Upflow, Zoho BooksOne alternative
QuickBooks OnlineMuse Glimmer 30BChaser, Paidniceagainst: UpflowChaser, UpflowChangedChaserUpflowagainst: WaveBILL Accounts Receivable, FreshBooks, Zoho Booksagainst: Esker, HighRadius, Oracle, SAP S/4HANA Cloud Accounts Receivable Automation, Sidetrade
Five alternatives
Credit-IQ, Invoice Fly, QuickBooks Online, QuickBooks Payments, Zoho BooksOne alternative
PaidniceFive alternatives
BILL Accounts Receivable, Credit-IQ, Paidnice, QuickBooks Payments, Zoho BooksFive alternatives
BILL Accounts Receivable, Paidnice, QuickBooks Payments, Zoho Invoice, ezyCollectBold 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 09:45 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 3 | 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 11:59 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 15 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:15 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:41 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:24 | yes | 14 | 66 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:11 | yes | 24 | 422 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | yes | 9 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:35 | yes | 24 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:22 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:20 | yes | 3 | 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 10:08 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:54 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:09 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:27 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:14 | yes | 10 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 10 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:01 | no | 0 | 65 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:45 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:24 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:14 | yes | 5 | 6 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 09:49 | yes | 7 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:02 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 13 | 41 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:47 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 21 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | yes | 9 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 15 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:43 | yes | 16 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | yes | 23 | 50 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:09 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:58 | yes | 4 | 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 09:16 | yes | 13 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:26 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:37 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:57 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:29 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 9 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 17 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | yes | 25 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:15 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:03 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:13 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | no | 0 | 6 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 12:34 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:45 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 8 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:19 | yes | 20 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:50 | yes | 14 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:38 | yes | 14 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:02 | no | 0 | 118 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:56 | yes | 12 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:55 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | yes | 3 | 5 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 12:21 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:07 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 17 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:15 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:05 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:30 | yes | 5 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:00 | yes | 25 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:29 | yes | 25 | 228 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:14 | yes | 23 | 57 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:07 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:08 | yes | 19 | 29 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 (formerly Bill.com) read as BILL Accounts Receivable
Bill.com read as BILL Accounts Receivable
Bill.com (Accounts Receivable module) read as BILL Accounts Receivable
BlackLine read as BlackLine Invoice-to-Cash
NetSuite read as NetSuite AR
QuickBooks read as QuickBooks Online
SAP read as SAP S/4HANA Cloud Accounts Receivable Automation
Serrala read as Serrala Alevate AR
Unresolved, counted raw
ARCore
ARKit
Amazon Sumerian
Autorox
CashflowAI
Dueflo
Fibr (formerly PayArc)
FinTask
QuickBooks Online reminders
QuickBooks Premium Accounting
Vuforia Engine
Discontinued, still offered
No shut-down product was recommended here.