Accounts receivable automation
Asked as “accounts receivable automation software”, and as “collections management tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · Zoho Books 13%
17Upflow13Zoho Books10Billtrust60others
17% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Upflow (18%) replaces Zoho Books (15% then, 14% now), 5 points clear, inside the 10-point floor.Upflow leads at 18%, replacing Zoho Books, which led at 15% and stands at 14% now: 5 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
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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-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.This pageEnterpriseHighRadius78%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Upflow17%4%25accepted challenger▲+12Since September 2026: 6% → 18%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.6% → 18%
Upflow17%4%25accepted challenger▲+12Since September 2026: 6% → 18%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.6% → 18%02
Zoho Books13%0%12accepted challenger▼−1Since September 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 14%
Zoho Books13%0%12accepted challenger▼−1Since September 2026: 15% → 14%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 14%03
Versapay10%6%35accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 9%
Versapay10%6%35accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 9%04
Billtrust10%11%38accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 9%
Billtrust10%11%38accepted challenger▼−3Since September 2026: 12% → 9%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 9%05
Quadient AR8%13%31accepted challenger▼−1Since September 2026: 10% → 9%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 9%
Quadient AR8%13%31accepted challenger▼−1Since September 2026: 10% → 9%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 9%06
Gaviti6%11%18accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%
Gaviti6%11%18accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%07HighRadius6%33%39criticized challenger▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 5%
HighRadius6%33%39criticized challenger▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 5%08
Chaser2%4%27accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 2%
Chaser2%4%27accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 2%09
Tesorio2%0%23accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Tesorio2%0%23accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%10BILL Accounts Receivable2%39%31criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
BILL Accounts Receivable2%39%31criticized 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 two products at 0%, ordered by negative rate
12
BlackLine Invoice-to-Cash0%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
BlackLine Invoice-to-Cash0%20%10accepted 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
Esker0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Esker0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Upflow17%
Upflow17%02Zoho Books13%
Zoho Books13%03Versapay10%
Versapay10%04Billtrust10%
Billtrust10%05Quadient AR8%
Quadient AR8%06Gaviti6%
Gaviti6%07HighRadius6%
HighRadius6%08Chaser2%
Chaser2%09Tesorio2%
Tesorio2%10BILL Accounts Receivable2%
BILL Accounts Receivable2%11Esker0%
Esker0%12BlackLine Invoice-to-Cash0%
BlackLine Invoice-to-Cash0%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, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, 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.
BILL Accounts Receivable39%
12 of 31 labels negative · 9 of 14 models · 1 hard negative
“Bill.com (for AR specifically) ... Sync issues with QuickBooks and other ERPs ... Invoicing problems and data syncing glitches” Kimi K2, negative prompt
HighRadius33%
13 of 39 labels negative · 7 of 14 models · 3 hard negative
“Vendors with Notable Caution Flags ... HighRadius - Long implementation cycles ... Support issues” Kimi K2, negative prompt
Billtrust11%
4 of 38 labels negative · 4 of 14 models · 1 hard negative
“The Verdict: Avoid these unless you have a dedicated, internal IT team and a massive budget” Gemini 3.5 Flash, negative prompt
Quadient AR13%
4 of 31 labels negative · 3 of 14 models
“Be cautious of platforms like Quadient AR (formerly YayPay) or older point solutions if they do not have deep, bidirectional, real-time sync” Gemini 3.5 Flash, 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
77 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. 1037 links across 216 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 · Billtrust25 answers · 37 citations · 11 models
vendor site · Upflow25 answers · 31 citations · 13 models
vendor site · HighRadius24 answers · 42 citations · 9 models
vendor site · G223 answers · 40 citations · 11 models
vendor site · Emagia20 answers · 41 citations · 9 models
20 answers · 26 citations · 10 models
vendor site · G219 answers · 24 citations · 10 models
18 answers · 29 citations · 8 models
18 answers · 19 citations · 12 models
vendor site · BILL16 answers · 17 citations · 11 models
vendor site · Bluecopa15 answers · 19 citations · 10 models
vendor site · LedgerUp15 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.
16 answers · 11 models
16 answers · 11 models
14 answers · 9 models
14 answers · 8 models
14 answers · 8 models
13 answers · 8 models
12 answers · 8 models
11 answers · 8 models
11 answers · 7 models
11 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 | 17% | 170 | 880 | 102 | 25,361 | |||
| Zoho zoho.com Zoho Books 13% | 13% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Versapay versapay.com | 10% | 207 | 6,600 | 106 | 39,155 | $12,320 | 29 | 2 |
| Billtrust billtrust.com | 10% | 317 | 6,600 | 159 | 50,343 | $718 | 15 | 6 |
| Quadient quadient.com Quadient AR 8% | 8% | 85 | 50 | 4 | 131,433 company | $83 | 42 | |
| Wave waveapps.com | 8% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| Gaviti gaviti.com | 6% | 136 | 320 | 4 | 6,043 | 0 | ||
| HighRadius highradius.com | 6% | 691 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| Invoice Fly invoicefly.com | 4% | 11 | ||||||
| Chaser chaserhq.com | 2% | 218 | 6,120,000 | 13,683 | 11,066 | 0 |
Google's top ten for the three searches hold 16 sites; 3 of them are among the sites the models cited here (bill.com, 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 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 4.5Monkno first choiceChangedHighRadiusWave, Zoho Booksno first choiceagainst: BILL Accounts Receivable, Lockstep, Versapay
Four alternatives
BILL Accounts Receivable, Invoiced, Quadient AR, VersapayFour alternatives
Billtrust, Centime, Tesorio, VersapayTwo alternatives
BILL Accounts Receivable, FreshBooksGPT-5.4 miniBilltrustagainst: BILL Accounts ReceivableGavitiChangedno first choiceagainst: BILL Accounts ReceivableBILL Accounts Receivableno first choicenothing named
Three alternatives
Gaviti, HighRadius, Quadient ARTwo alternatives
Billtrust, HighRadiusNine alternatives
Billtrust, BlackLine Invoice-to-Cash, Chaser, Esker, FreshBooks, Gaviti, HighRadius, Upflow, VersapayFour alternatives
Bill360, Chaser, PayPal Invoicing, UpflowGemini 3.5 FlashQuadient ARagainst: BILL Accounts Receivable, HighRadiusVersapayChangedagainst: BILL Accounts Receivable, BlackLine Invoice-to-Cash, HighRadiusBilltrust, HighRadiusMelioagainst: HighRadius, Quadient ARno first choiceagainst: Billtrust, HighRadius, Invoiced, Quadient AR, Sage AR Automation
Four alternatives
Billtrust, Paystand, Tesorio, VersapayFour alternatives
Chaser, Quadient AR, Tesorio, UpflowFive alternatives
HappyRobot, Quadient AR, TreviPay, Upflow, VersapayThree alternatives
BILL Accounts Receivable, Plooto, Zoho BooksPerplexity SonarVersapayUpflowChangedBilltrust, HighRadiusWave, Zoho Booksno first choicenothing named
Three alternatives
Billtrust, HighRadius, InvoicedThree alternatives
Chaser, HighRadius, Quadient ARSix alternatives
Chaser, Invoiced, NetSuite AR, Quadient AR, Tesorio, VersapayTwo alternatives
BILL Accounts Receivable, NickelGrok 4.1 FastBilltrustChaserChangedagainst: HighRadiusChaser, HighRadiusagainst: BILL Accounts Receivable, Sage IntacctWave, Zoho Booksagainst: HighRadiusno first choiceagainst: Billtrust, Certinia, HighRadius, QuickBooks + add-ons, Sage AR Automation, Sage Intacct
Six alternatives
Chaser, Gaviti, Quadient AR, Tesorio, Upflow, VersapayOne alternative
KollenoFour alternatives
Billtrust, Growfin, Upflow, YonovoTwo alternatives
FreshBooks, XeroMistral SmallQuadient AR, UpflowGaviti, KollenoChangedHighRadiusPaidniceno first choicenothing named
Two alternatives
Sage Intacct, VersapayOne alternative
TesorioFive alternatives
BILL Accounts Receivable, Tesorio, Upflow, Versapay, ZuoraTwo alternatives
BILL Accounts Receivable, Zoho BooksDeepSeek V4 FlashUpflowUpflowHeldEsker, HighRadiusXeroagainst: Chaser, Upflowno first choiceagainst: HighRadiusagainst: BILL Accounts Receivable, Billtrust, BlackLine Invoice-to-Cash, Emagia, Esker, HighRadius, QuickBooks Online
Four alternatives
Billtrust, Chaser, Quadient AR, VersapayThree alternatives
Gaviti, Kolleno, TesorioSix alternatives
Billtrust, BlackLine Invoice-to-Cash, Quadient AR, Resolut, Upflow, VersapayThree alternatives
FreshBooks, QuickBooks Online, Zoho BooksSix alternatives
Billtrust, Invoiced, Quadient AR, Tesorio, Upflow, VersapayLlama 4 MaverickQuadient AR, VersapayBilltrust, UpflowChangedno first choiceZoho Booksno first choiceagainst: Sage Intacct
Two alternatives
BILL Accounts Receivable, ChaserQwen 3.7 FlashUpflowFIS GETPAIDChangedBILL Accounts ReceivableInvoice Flyno first choicenothing named
Three alternatives
Quadient AR, Sage Intacct, VersapayTwo alternatives
Dedoc, GavitiThree alternatives
UiPath, Upflow, VersapayThree alternatives
BILL Accounts Receivable, ReceivablesPlus, Zoho Books / Zoho InvoiceKimi K2HighRadiusGaviti, UpflowChangedno first choiceagainst: BILL Accounts Receivable, GavitiWaveno first choiceagainst: BILL Accounts Receivable, Billtrust, Gaviti, HighRadius, Quadient AR, Sidetrade, Versapay
Five alternatives
Billtrust, Chaser, Gaviti, Upflow, VersapayTwo alternatives
Kolleno, TesorioThree alternatives
FreshBooks, Xero, Zoho BooksGLM 4.7 FlashXVersapayUpflowChangedno first choiceZoho Booksagainst: BILL Accounts Receivable, QuickBooks Onlineno first choiceagainst: HighRadius
Four alternatives
Billtrust, Chaser, HighRadius, UpflowFour alternatives
Billtrust, Chaser, Quadient AR, SidetradeTwo alternatives
Chargezoom, Invoice FlyMiniMax M2.5BilltrustQuadient ARChangedHighRadius, UpflowZoho BooksHighRadiusnothing named
Four alternatives
Chaser, Gaviti, Quadient AR, VersapayTwo alternatives
Chaser, Sage IntacctTwo alternatives
Billtrust, TesorioThree alternatives
BILL Accounts Receivable, FreshBooks, Square for RetailThree alternatives
Emagia, Quadient AR, VersapayGPT-6 LunaVersapayagainst: Quadient ARUpflowChangedagainst: HighRadiusno first choiceZoho Booksagainst: BILL Accounts Receivableno first choicenothing named
Three alternatives
Billtrust, HighRadius, TesorioTwo alternatives
Billtrust, VersapayOne alternative
QuickBooks OnlineMuse Glimmer 30BBilltrust, HighRadiusTesorioChangedagainst: HighRadiusno first choiceFreshBooks, Invoice Flyno first choiceagainst: BILL Accounts Receivable, Sage Intacct
Seven alternatives
Chaser, Esker, Invoiced, Sidetrade, Tesorio, Upflow, VersapayFour alternatives
Billtrust, Gaviti, Quadient AR, formerly YayPay, VersapayTwo alternatives
HighRadius, SidetradeTwo alternatives
BILL Accounts Receivable, UpflowBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:24 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:27 | yes | 21 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:51 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:52 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:18 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:32 | yes | 22 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:42 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:17 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:55 | yes | 18 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:32 | yes | 15 | 91 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:23 | yes | 10 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:41 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:36 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:59 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:59 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:58 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:22 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:13 | yes | 23 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:11 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:40 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 10 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:19 | yes | 14 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:28 | yes | 15 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:39 | yes | 5 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:23 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:13 | yes | 15 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:25 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:25 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 10 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:06 | yes | 17 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:55 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:08 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:01 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:58 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:50 | yes | 15 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:48 | yes | 20 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:22 | yes | 20 | 85 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:38 | yes | 22 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:04 | yes | 8 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:01 | yes | 15 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:04 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:32 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:15 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:36 | yes | 19 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:48 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:59 | yes | 22 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:02 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:34 | yes | 10 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:42 | yes | 21 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:12 | yes | 10 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:48 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:00 | yes | 24 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:04 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:06 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:25 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:43 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:49 | yes | 15 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:10 | yes | 19 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:13 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:14 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:39 | yes | 25 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:50 | yes | 15 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 10 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:01 | yes | 3 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:06 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:59 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:49 | yes | 17 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:27 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:32 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:13 | yes | 25 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:43 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:44 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:23 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 23 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 13 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:54 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:44 | yes | 23 | 43 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
3 of 3 flipped
GPT-5.4 mini
4 of 4 flipped
Gemini 3.5 Flash
3 of 4 flipped
Perplexity Sonar
4 of 4 flipped
Grok 4.1 Fast
4 of 5 flipped
Mistral Small
3 of 4 flipped
DeepSeek V4 Flash
3 of 4 flipped
Llama 4 Maverick
2 of 3 flipped
Qwen 3.7 Flash
3 of 4 flipped
Kimi K2
3 of 4 flipped
GLM 4.7 FlashX
3 of 4 flipped
MiniMax M2.5
4 of 5 flipped
GPT-6 Luna
1 of 3 flipped
Muse Glimmer 30B
4 of 4 flipped
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
BlackLine read as BlackLine Invoice-to-Cash
Quadient read as Quadient AR
Quadient (YayPay) read as Quadient AR
Quadient Accounts Receivable read as Quadient AR
Quadient/YayPay read as Quadient AR
QuickBooks read as QuickBooks Online
Wave Accounting read as Wave
YayPay (formerly Quadient AR) read as Quadient AR
Unresolved, counted raw
AribSoft
Comtech
Dedoc
Fintech Acquisition Corp
HappyRobot
HighRadius RadiusOne
HighRadius RadiusOne AR Suite
Intensify
Peakflo
ReceivablesPlus
Reimber
Square for Retail
Tratta
Discontinued, still offered
No shut-down product was recommended here.