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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · Chaser 15%
17BILL Accounts Receivable15Chaser15Zoho Books53others
17% of first choices, contested.
Since September 2026▼−9Since September 2026: 27% → 17%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.BILL Accounts Receivable held the lead, −9 points on 27%, 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
BILL Accounts Receivable17%Contested▼−9Since September 2026: 27% → 17%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-market
Upflow17%Contested↗new leaderNew leader since September 2026: Upflow (18%) replaces Zoho Books (15% then, 14% now), 5 points clear, inside the 10-point floor.Standing →Enterprise
HighRadius78%Clear leader▲+12Since September 2026: 67% → 79%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →
BILL Accounts Receivable17%Contested▼−9Since September 2026: 27% → 17%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-marketUpflow17%Contested↗new leaderNew leader since September 2026: Upflow (18%) replaces Zoho Books (15% then, 14% now), 5 points clear, inside the 10-point floor.Standing →EnterpriseHighRadius78%Clear leader▲+12Since September 2026: 67% → 79%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.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 September 2026
01BILL Accounts Receivable17%14%51accepted challenger▼−9Since September 2026: 27% → 17%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.27% → 17%
BILL Accounts Receivable17%14%51accepted challenger▼−9Since September 2026: 27% → 17%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.27% → 17%02
Chaser15%9%33accepted challenger▼−3Since September 2026: 18% → 15%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 15%
Chaser15%9%33accepted challenger▼−3Since September 2026: 18% → 15%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 15%03
Zoho Books15%6%16accepted challenger▲+1Since September 2026: 12% → 13%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 13%
Zoho Books15%6%16accepted challenger▲+1Since September 2026: 12% → 13%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 13%04
Paidnice13%9%11accepted challenger▲+13Since September 2026: 0% → 13%, +13 points. Past the 10-point floor: movement. Read over the models both editions asked.0% → 13%
Paidnice13%9%11accepted challenger▲+13Since September 2026: 0% → 13%, +13 points. Past the 10-point floor: movement. Read over the models both editions asked.0% → 13%05Upflow8%0%28accepted challenger▼−4Since September 2026: 12% → 9%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 9%
Upflow8%0%28accepted challenger▼−4Since September 2026: 12% → 9%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 9%06
Wave6%8%12accepted challenger▼−2Since September 2026: 8% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 7%
Wave6%8%12accepted challenger▼−2Since September 2026: 8% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 7%07
Plooto4%0%12accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%
Plooto4%0%12accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 4%08
QuickBooks Online4%25%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
QuickBooks Online4%25%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%09
Invoiced2%11%19accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Invoiced2%11%19accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
13HighRadius0%93%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
HighRadius0%93%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%12
Billtrust0%60%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Billtrust0%60%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Versapay0%50%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Versapay0%50%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%10
FreshBooks0%11%19accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 0%
FreshBooks0%11%19accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 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
Upflow vs Quadient ARUpflow vs GavitiUpflow vs HighRadiusUpflow vs ChaserZoho Books vs VersapayZoho Books vs BilltrustZoho Books vs Quadient ARZoho Books vs GavitiZoho Books vs HighRadiusZoho Books vs ChaserVersapay vs BilltrustVersapay vs Quadient ARVersapay vs GavitiVersapay vs HighRadiusVersapay vs ChaserBilltrust vs Quadient ARBilltrust vs GavitiBilltrust vs HighRadiusBilltrust vs ChaserQuadient AR vs GavitiQuadient AR vs HighRadiusQuadient AR vs ChaserGaviti vs HighRadiusGaviti vs ChaserHighRadius 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% negative30%
Key
01BILL Accounts Receivable17%
BILL Accounts Receivable17%02Chaser15%
Chaser15%03Zoho Books15%
Zoho Books15%04Paidnice13%
Paidnice13%05Upflow8%
Upflow8%06Wave6%
Wave6%07Plooto4%
Plooto4%08QuickBooks Online4%
QuickBooks Online4%09Invoiced2%
Invoiced2%10FreshBooks0%
FreshBooks0%11Versapay0%
Versapay0%12Billtrust0%
Billtrust0%13HighRadius0%
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 4.1 Fast, 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.
HighRadius93%
14 of 15 labels negative · 7 of 14 models · 4 hard negative
“Avoid platforms designed for "enterprise" markets (like HighRadius or Billtrust) which are built for companies with hundreds of employees and have massive implementation costs.” Gemini 3.5 Flash, scale prompt
BILL Accounts Receivable14%
7 of 51 labels negative · 7 of 14 models
“be cautious about basic AP+AR bundles like Bill.com when you will need sophisticated collections and customer experience” Muse Glimmer 30B, negative prompt
Billtrust60%
9 of 15 labels negative · 6 of 14 models · 3 hard negative
“Users report invoicing delays, payment misapplication, slow customer communication” Kimi K2, negative prompt
Quadient AR44%
4 of 9 labels negative · 4 of 14 models · 1 hard negative
“Users report frequent payment failures and slow support responses, making it unreliable for small businesses” Mistral Small, 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
74 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. 1014 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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 · Upflow38 answers · 46 citations · 12 models
vendor site · G231 answers · 60 citations · 12 models
29 answers · 43 citations · 11 models
vendor site · G226 answers · 28 citations · 10 models
24 answers · 26 citations · 11 models
vendor site · BILL22 answers · 28 citations · 11 models
vendor site · Zenskar21 answers · 21 citations · 10 models
vendor site · NetSuite18 answers · 18 citations · 10 models
vendor site · LedgerUp16 answers · 18 citations · 9 models
vendor site · Yonovo16 answers · 16 citations · 8 models
vendor site · Emagia15 answers · 33 citations · 10 models
vendor site · Lunos15 answers · 16 citations · 10 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.
32 answers · 11 models
24 answers · 11 models
21 answers · 9 models
21 answers · 10 models
20 answers · 9 models
18 answers · 8 models
18 answers · 10 models
15 answers · 8 models
15 answers · 8 models
14 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| BILL bill.com BILL Accounts Receivable 17% | 17% | 217 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | 1 |
| Chaser chaserhq.com | 15% | 218 | 6,120,000 | 13,683 | 11,066 | 0 | ||
| Zoho zoho.com Zoho Books 15% | 15% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Paidnice paidnice.com | 13% | 49 | 110 | 2 | 16,387 | 7 | ||
| Upflow upflow.io | 8% | 170 | 880 | 102 | 25,361 | |||
| Wave waveapps.com | 6% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| Melio melio.com | 6% | 277 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| Plooto plooto.com | 4% | 38 | 1,000 | 26 | 17,578 | 0 | 8 | |
| QuickBooks quickbooks.ninja QuickBooks Online 4% | 4% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Invoiced invoiced.com | 2% | 75 | 110,000 | 36,685 | 46,626 | 54 |
Google's top ten for the three searches hold 16 sites; 3 of them are among the sites the models cited here (bill.com, lunos.ai, 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 4.5PlootoGaviti, UpflowChangedInvoicedZoho Booksagainst: Waveno first choicenothing named
Four alternatives
EBizCharge, QuickBooks Payments, Upflow, XeroTwo alternatives
CollectFlo, Quadient ARFour alternatives
BILL Accounts Receivable, FreshBooks, Plooto, QuickBooks OnlineThree alternatives
FreshBooks, Invoice Fly, MelioGPT-5.4 miniBill360against: VersapayInvoicedChangedagainst: HighRadiusBILL Accounts Receivableagainst: HighRadiusBILL Accounts Receivableno first choicenothing named
Three alternatives
BILL Accounts Receivable, Gaviti, PlootoTwo alternatives
BILL Accounts Receivable, ChaserSix alternatives
Gaviti, Quadient AR, QuickBooks Online, Sage AR Automation, Upflow, VersapayThree alternatives
Anchor, Kolleno, PlootoGemini 3.5 FlashPaidniceChaserChangedagainst: Billtrust, HighRadiusPaidniceagainst: Billtrust, HighRadiusMelio, PaidnicePaidniceagainst: BILL Accounts Receivable, Billtrust, HighRadiusagainst: Billtrust, Esker, HighRadius, Quadient AR, Tesorio
Four alternatives
BILL Accounts Receivable, Chaser, Plooto, UpflowThree alternatives
CollBox, Invoiced, UpflowFour alternatives
BILL Accounts Receivable, Chaser, Melio, UpflowTwo alternatives
Plooto, Zoho BooksThree alternatives
Biller Genie, Chaser, UpflowPerplexity SonarBILL Accounts ReceivableUpflowChangedFreshBooks, QuickBooks PaymentsZoho Booksagainst: BILL Accounts Receivable, Paidnice, QuickBooks Onlineno first choicenothing named
Four alternatives
Bill360, Centime, Chaser, NetSuiteTwo alternatives
BILL Accounts Receivable, ChaserSix alternatives
BILL Accounts Receivable, Billtrust, Centime, Chaser, Tesorio, UpflowOne alternative
WaveGrok 4.1 FastBILL Accounts ReceivableChaserChangedBILL Accounts Receivableagainst: HighRadiusWaveagainst: BILL Accounts Receivable, Chaserno first choiceagainst: Billtrust, HighRadius
Two alternatives
FreshBooks, QuickBooks OnlineThree alternatives
BILL Accounts Receivable, QuickBooks Online, UpflowThree alternatives
Chaser, Invoiced, PaidniceThree alternatives
FreshBooks, Xero, Zoho InvoiceMistral SmallBILL Accounts Receivable, PaidniceChaser, Quadient ARChangedBILL Accounts Receivable, FreshBooksZoho Booksno first choiceagainst: BillerGenie, Invoiced, Quadient AR
Two alternatives
Billtrust, UpflowFive alternatives
Billtrust, Invoiced, Merclex, Paidnice, RexTwo alternatives
BILL Accounts Receivable, QuickBooks OnlineDeepSeek V4 FlashQuickBooks OnlineChaserChangedChaser, UpflowWaveagainst: QuickBooks OnlineBILL Accounts Receivable, Chaseragainst: FreshBooks, Zoho Booksagainst: Billtrust, Quadient AR, Versapay
Four alternatives
BILL Accounts Receivable, Chaser, FreshBooks, UpflowTwo alternatives
BILL Accounts Receivable, UpflowThree alternatives
BILL Accounts Receivable, Centime, InvoicedTwo alternatives
FreshBooks, XeroThree alternatives
Invoiced, Quadient AR, UpflowLlama 4 MaverickPaidniceCredit-IQChangedYonovoPaidniceno first choiceagainst: BILL Accounts Receivable, Enterprise collections suites
Three alternatives
BILL Accounts Receivable, Chaser, UpflowThree alternatives
Chaser, Esker, UpflowTwo alternatives
BILL Accounts Receivable, FreshBooksTwo alternatives
BILL Accounts Receivable, Zoho BooksQwen 3.7 FlashBILL Accounts Receivableagainst: QuickBooks Online, XeroZoho BillingChangedno first choiceZoho Booksagainst: QuickBooks Onlineno first choicenothing named
Two alternatives
Invoiced, YouniumThree alternatives
BILL Accounts Receivable, FreshBooks, Stripe InvoicingThree alternatives
HoneyBook, Stripe Billing, WaveKimi K2BILL Accounts Receivable, MelioChaser, UpflowChangedBILL Accounts ReceivableMelio, Waveagainst: BILL Accounts ReceivableBILL Accounts Receivableagainst: Billtrust, HighRadius, Quadient AR, Sage Intacct AR modules, Versapay
Three alternatives
Invoiced, QuickBooks Online, UpflowTwo alternatives
Kolleno, QuickBooks PaymentsFour alternatives
Chaser, Invoiced, Melio, WaveThree alternatives
Invoice Fly, Plooto, Zoho BooksThree alternatives
Chaser, FreshBooks, YonovoGLM 4.7 FlashXPlootoChaserChangedPlootoagainst: BilltrustZoho Booksagainst: BILL Accounts Receivable, QuickBooks Onlineno first choiceagainst: Esker, HighRadius, Sidetrade
Four alternatives
BILL Accounts Receivable, Chaser, Invoiced, UpflowThree alternatives
BILL Accounts Receivable, Kolleno, Resolve PayTwo alternatives
LedgerUp, Zoho BooksTwo alternatives
FreshBooks, WaveMiniMax M2.5no first choiceUpflowChangedInvoicedZoho Booksno first choiceagainst: Invoiced
One alternative
ChaserSix alternatives
BILL Accounts Receivable, Billtrust, FreshBooks, Plooto, QuickBooks Online, WaveThree alternatives
BILL Accounts Receivable, FreshBooks, QuickBooks OnlineGPT-6 LunaPaidniceQuickBooks OnlineChangedQuickBooks Online, Zoho Books / Zoho Invoiceagainst: ChaserZoho Booksno first choiceagainst: Billtrust, Chaser, HighRadius
Three alternatives
BILL Accounts Receivable, Chaser, QuickBooks Online’s built-in remindersOne alternative
ChaserTwo alternatives
BILL Accounts Receivable, UpflowTwo alternatives
QuickBooks Online, WaveMuse Glimmer 30BBILL Accounts ReceivableChaserChangedInvoicedagainst: FreshBooks, HighRadius, Tesorio, VersapayInvoice Fly, Zoho Booksno first choiceagainst: HighRadiusagainst: BILL Accounts Receivable, Emagia, HighRadius, Versapay
Four alternatives
Centime, Melio, Quadient AR, UpflowOne alternative
UpflowSix alternatives
Anchor, BILL Accounts Receivable, Nickel, Xero, Yonovo, Zoho BooksFive alternatives
Anchor, BILL Accounts Receivable, Nickel, Upflow, WaveTwo alternatives
BILL Accounts Receivable, FreshBooksBold 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 10:37 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:26 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:30 | yes | 20 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:43 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:36 | yes | 25 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:10 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 19 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:13 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:50 | yes | 13 | 52 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:53 | yes | 19 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:32 | yes | 19 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:08 | yes | 5 | 7 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:53 | yes | 4 | 30 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:50 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:45 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:11 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:23 | yes | 16 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:14 | yes | 15 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:11 | yes | 21 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:38 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:42 | yes | 21 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:00 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:25 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:34 | yes | 18 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:04 | yes | 18 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:55 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:49 | yes | 2 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:47 | yes | 23 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:00 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:12 | yes | 18 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:58 | yes | 19 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:29 | yes | 21 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 24 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:26 | no | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:22 | yes | 20 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:48 | yes | 21 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:23 | yes | 19 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:26 | yes | 5 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:03 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:29 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:02 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:35 | yes | 24 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:01 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:40 | yes | 25 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:55 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:50 | yes | 19 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:10 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:18 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:20 | yes | 15 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:25 | yes | 15 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:12 | yes | 9 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:51 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:13 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:43 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:32 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:34 | yes | 8 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:39 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:16 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 8 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:44 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:37 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:53 | yes | 24 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:13 | yes | 15 | 73 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:50 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:30 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:16 | yes | 15 | 34 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:47 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:20 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:01 | yes | 21 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:22 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:42 | yes | 23 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | yes | 14 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:10 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:48 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:18 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:15 | yes | 16 | 19 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:36 | yes | 23 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 22 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:16 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:15 | yes | 19 | 27 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 (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
Bill.com / BILL read as BILL Accounts Receivable
Quadient read as Quadient AR
Quadient Accounts Receivable read as Quadient AR
QuickBooks read as QuickBooks Online
QuickBooks Online Simple Start read as QuickBooks Online
QuickBooks Simple Start read as QuickBooks Online
Resolve read as Resolve Pay
Wave Accounting read as Wave
YayPay by Versapay read as Quadient AR
Unresolved, counted raw
Biller Genie
CollectFlo
Enterprise collections suites
Invoice Butler
Predflow
QuickBooks Online’s built-in reminders
RetellAI
Sage Intacct AR modules
Discontinued, still offered
No shut-down product was recommended here.