Accounts receivable automation
Asked as “accounts receivable automation software”, and as “collections management tool”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
15%
Zoho BooksContested · Billtrust 12%
15Zoho Books12Billtrust12Versapay60others
15% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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-one head-to-head pages: the top seven products, each against each
Versapay vs UpflowVersapay vs ChaserVersapay vs TesorioBilltrust vs Quadient ARBilltrust vs HighRadiusBilltrust vs UpflowBilltrust vs ChaserBilltrust vs TesorioQuadient AR vs HighRadiusQuadient AR vs UpflowQuadient AR vs ChaserQuadient AR vs TesorioHighRadius vs UpflowHighRadius vs ChaserHighRadius vs TesorioUpflow vs ChaserUpflow vs TesorioChaser vs Tesorio
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 →
01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Versapay12%
Versapay12%02Billtrust12%
Billtrust12%03Quadient AR10%
Quadient AR10%04HighRadius10%
HighRadius10%05Upflow6%
Upflow6%06Chaser4%
Chaser4%07Tesorio2%
Tesorio2%08BILL Accounts Receivable0%
BILL Accounts Receivable0%What they warned about
Zero of twelve 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 and MiniMax M2.5 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.
HighRadius34%
15 of 44 labels negative · 9 of 12 models · 6 hard negative
“you want to avoid high-end enterprise AR suites (like HighRadius or Quadient/YayPay), which carry steep implementation fees and long sales cycles” Gemini 3.5 Flash, budget prompt
BILL Accounts Receivable35%
8 of 23 labels negative · 5 of 12 models · 2 hard negative
“Users frequently report sync issues between the platform and their primary accounting software... defeats the purpose of automation.” Qwen 3.7 Flash, negative prompt
Quadient AR20%
5 of 25 labels negative · 5 of 12 models · 2 hard negative
“Feedback points toward complex processes and a confusing user interface that requires many clicks for standard tasks.” Qwen 3.7 Flash, negative prompt
Billtrust13%
4 of 30 labels negative · 4 of 12 models · 1 hard negative
“2. Billtrust Reported Issues: - Invoicing and payment problems... Quote-only pricing makes cost comparison difficult” Kimi K2, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 937 links across 213 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Billtrust31 answers · 48 citations · 11 models
vendor site · HighRadius25 answers · 43 citations · 12 models
vendor site · Stuut24 answers · 29 citations · 10 models
vendor site · Transformance22 answers · 24 citations · 11 models
vendor site · TreviPay20 answers · 21 citations · 10 models
vendor site · Tesorio19 answers · 22 citations · 10 models
18 answers · 26 citations · 9 models
vendor site · Lunos18 answers · 18 citations · 9 models
vendor site · G217 answers · 35 citations · 9 models
vendor site · Emagia17 answers · 26 citations · 11 models
vendor site · Worldmetrics16 answers · 25 citations · 10 models
16 answers · 16 citations · 9 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.
27 answers · 11 models
20 answers · 10 models
17 answers · 10 models
16 answers · 9 models
16 answers · 9 models
15 answers · 8 models
14 answers · 9 models
13 answers · 7 models
13 answers · 8 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| Zoho zoho.com Zoho Books 15% | 15% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Versapay versapay.com | 12% | 252 | 6,600 | 106 | 39,155 | $12,320 | 29 | 2 |
| Billtrust billtrust.com | 12% | 362 | 6,600 | 159 | 50,343 | $718 | 15 | 6 |
| Quadient quadient.com Quadient AR 10% | 10% | 76 | 50 | 4 | 131,433 company | $83 | 42 | |
| HighRadius highradius.com | 10% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
| Upflow upflow.io | 6% | 213 | 880 | 102 | 25,361 | |||
| Chaser chaserhq.com | 4% | 178 | 6,120,000 | 13,683 | 11,066 | 0 | ||
| Gaviti gaviti.com | 4% | 104 | 320 | 4 | 6,043 | 0 | ||
| Wave waveapps.com | 4% | 363 | 368,000 | 253,218 | 708,862 | 39 | ||
| Monk monk.com | 4% | 24 | 201,000 | 64,830 | 316 | 9 |
Google's top ten for the three searches hold 16 sites; 4 of them are among the sites the models cited here (billtrust.com, highradius.com, lunos.ai, trevipay.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 choiceChangedno first choiceWaveno first choiceagainst: HighRadius
Five alternatives
BILL Accounts Receivable, HighRadius, Invoiced, Quadient AR, VersapayThree alternatives
Billtrust, HighRadius, VersapayFour alternatives
BILL Accounts Receivable, FreshBooks, Invoice Fly, Zoho BooksGPT-5.4 miniBilltrust, HighRadiusHighRadiusChangedHighRadiusBill360against: BILL Accounts Receivableno first choicenothing named
One alternative
EskerTwo alternatives
Billtrust, CforiaThree alternatives
BlackLine Invoice-to-Cash, SAP S/4HANA Cloud Accounts Receivable Automation, TesorioThree alternatives
Anchor, PayPal Invoicing, SequenceGemini 3.5 FlashQuadient ARChaserChangedagainst: Billtrust, HighRadiusno first choiceMelioagainst: HighRadius, Quadient ARVersapayagainst: BILL Accounts Receivable, HighRadius, Paystand, Versapay
Five alternatives
Billtrust, Gaviti, Tesorio, Upflow, VersapayFour alternatives
Gaviti, Resolve Pay, Tesorio, UpflowFour alternatives
BILL Accounts Receivable, Envoice, Wave, Zoho BooksFour alternatives
Billtrust, Gaviti, Quadient AR, TesorioPerplexity SonarQuadient ARVersapayChangedno first choiceZoho Booksno first choiceagainst: Billtrust, HighRadius
Five alternatives
Billtrust, Credit-IQ, HighRadius, Upflow, VersapayFour alternatives
Billtrust, Chaser, HighRadius, UpflowTwo alternatives
BILL Accounts Receivable, WaveGrok 4.20BilltrustVersapayChangedagainst: BILL Accounts Receivable, HighRadiusBilltrust, HighRadiusZoho Booksagainst: BILL Accounts Receivable, Paidniceno first choiceagainst: BILL Accounts Receivable, HighRadius, Quadient AR
Four alternatives
Chaser, HighRadius, Quadient AR, VersapayTwo alternatives
Billtrust, TesorioFive alternatives
Chaser, Quadient AR, Tesorio, Upflow, VersapayThree alternatives
Melio, Merclex, WaveMistral SmallHighRadius, Quadient ARFinvi, MonkChangedHighRadiusagainst: Quadient ARZoho Booksno first choicenothing named
Two alternatives
Billtrust, TesorioThree alternatives
Resolve Pay, Tesorio, Transformance CollectPulseTwo alternatives
Tesorio, UpflowTwo alternatives
FreshBooks, NickelDeepSeek V4 FlashQuadient AR, Versapayagainst: HighRadiusBilltrust, UpflowChangedHighRadiusZoho Booksagainst: Chaser, HighRadius, Tesorio, Versapayno first choiceagainst: HighRadius, Quadient AR, Sage Intacct
Three alternatives
Chaser, Esker, UpflowOne alternative
ChaserSix alternatives
Billtrust, Chaser, Kognitos, LedgerUp, Tesorio, VersapayTwo alternatives
Invoice Fly, WaveLlama 4 MaverickHighRadiusTransformance CollectPulseChangedno first choiceNickelno first choicenothing named
Three alternatives
Credit-IQ, Quadient AR, TesorioThree alternatives
Finvi, Lockstep, Resolve PaySix alternatives
Invoiced, Quadient AR, Tesorio, Upflow, Versapay, YonovoQwen 3.7 FlashVersapayBilltrust, UpflowChangedHighRadiusZoho Invoiceagainst: BILL Accounts Receivableno first choiceagainst: BILL Accounts Receivable, HighRadius, Quadient AR
Four alternatives
BILL Accounts Receivable, Billtrust, Quadient AR, TesorioThree alternatives
Quadient AR, Resolve Pay, Transformance CollectPulseFour alternatives
BILL Accounts Receivable, Chaser, Lunos, UpflowThree alternatives
A/R PowerUser, Chase Invoice, InvoiceMonkeyKimi K2Billtrust, VersapayGaviti, UpflowChangedagainst: HighRadiusBilltrust, HighRadiusWave, Zoho Booksno first choiceagainst: Billtrust, HighRadius
Three alternatives
HighRadius, Quadient AR, YonovoThree alternatives
Billtrust, Chaser, TesorioEight alternatives
BILL Accounts Receivable, Centime, Chaser, Invoiced, Quadient AR, Tesorio, Upflow, VersapayThree alternatives
FreshBooks, Invoice Fly, MelioGLM 4.7 FlashXQuadient ARChaser, GavitiChangedagainst: Billtrust, HighRadiusParaglideZoho Booksno first choicenothing named
Three alternatives
HighRadius, Tesorio, VersapayThree alternatives
Kolleno, Sidetrade, VersapayThree alternatives
Billtrust, HighRadius, Serrala Alevate ARFour alternatives
FreshBooks, Invoice Fly, Merclex, NickelMiniMax M2.5BilltrustLockstep, TesorioChangedHighRadiusZoho BooksHighRadiusagainst: AutoRABIT, BILL Accounts Receivable, HighRadius
Two alternatives
HighRadius, VersapayThree alternatives
Gaviti, HighRadius, VersapayFour alternatives
Chaser, Invoiced, Kolleno, UpflowThree alternatives
BILL Accounts Receivable, FreshBooks, YonovoThree alternatives
Billtrust, Credit-IQ, EskerBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two 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 | 2026-09-17 17:42 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:46 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:30 | yes | 23 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:26 | yes | 20 | 8 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:26 | yes | 30 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:41 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:34 | yes | 10 | 10 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:35 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:45 | yes | 8 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:33 | yes | 33 | 87 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:32 | yes | 20 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:31 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:47 | no | 0 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:47 | yes | 9 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:47 | yes | 20 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:28 | yes | 30 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:45 | yes | 5 | 22 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:47 | yes | 21 | 45 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:38 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:27 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:38 | yes | 13 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:27 | yes | 9 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:47 | yes | 5 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:45 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:37 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:43 | yes | 19 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 17:32 | yes | 20 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:44 | yes | 22 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:40 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:35 | yes | 25 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:44 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:46 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:28 | yes | 9 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:32 | yes | 29 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:46 | yes | 25 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:33 | yes | 9 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:39 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:27 | yes | 16 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:32 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:40 | yes | 37 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:29 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:26 | yes | 9 | 9 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:35 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:36 | yes | 19 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:31 | yes | 10 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:39 | yes | 5 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:42 | yes | 17 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:30 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:48 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:47 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:34 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:26 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:37 | yes | 13 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:31 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:45 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:30 | yes | 14 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:44 | yes | 15 | 94 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:41 | yes | 5 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:29 | yes | 18 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:44 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:32 | yes | 19 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:33 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:44 | yes | 38 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:34 | yes | 30 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:33 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:49 | yes | 10 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:40 | yes | 28 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:47 | yes | 15 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:48 | yes | 14 | 26 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.
ShowHide
Claude Haiku 4.5
3 of 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
4 of 5 flipped
Perplexity Sonar
4 of 4 flipped
Grok 4.20
4 of 5 flipped
Mistral Small
2 of 4 flipped
DeepSeek V4 Flash
2 of 4 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
4 of 4 flipped
Kimi K2
6 of 6 flipped
GLM 4.7 FlashX
3 of 4 flipped
MiniMax M2.5
4 of 5 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
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 AP/AR (formerly Bill.com) read as BILL Accounts Receivable
Bill.com read as BILL Accounts Receivable
BlackLine read as BlackLine Invoice-to-Cash
Microsoft Dynamics read as Microsoft Dynamics 365
Quadient read as Quadient AR
Quadient (AR Platform) read as Quadient AR
Quadient (YayPay) read as Quadient AR
Quadient Accounts Receivable read as Quadient AR
Quadient/YayPay read as Quadient AR
SAP S/4HANA AR Automation / SAP Cash Application read as SAP S/4HANA Cloud Accounts Receivable Automation
Serrala read as Serrala Alevate AR
Transformance read as Transformance CollectPulse
Transformance (CollectPulse) read as Transformance CollectPulse
Wave Accounting read as Wave
Unresolved, counted raw
A/R PowerUser
AutoRABIT
Chase Invoice
Cloudinary
Dollardrain
Hightail
InvoiceMonkey
Lido
Sequence
Widen
Discontinued, still offered
No shut-down product was recommended here.