Accounts payable automation
Asked as “accounts payable automation software”, and as “invoice processing automation”, on behalf of a mid-market B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Ramp 23%
30BILL Accounts Payable23Ramp23Stampli25others
30% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: BILL Accounts Payable (30%) replaces Ramp (22% then, 23% now), 7 points clear, inside the 10-point floor.BILL Accounts Payable leads at 30%, replacing Ramp, which led at 22% and stands at 23% now: 7 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 Payable46%Clear leader▲+5Since October 2026: 41% → 46%, +5 points. Inside the 10-point floor: within noise.Standing →Mid-marketBILL Accounts Payable30%Contested↗new leaderNew leader since October 2026: BILL Accounts Payable (30%) replaces Ramp (22% then, 23% now), 7 points clear, inside the 10-point floor.This pageEnterprise
Coupa23%Contested▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.Standing →
BILL Accounts Payable46%Clear leader▲+5Since October 2026: 41% → 46%, +5 points. Inside the 10-point floor: within noise.Standing →Mid-marketBILL Accounts Payable30%Contested↗new leaderNew leader since October 2026: BILL Accounts Payable (30%) replaces Ramp (22% then, 23% now), 7 points clear, inside the 10-point floor.This pageEnterpriseCoupa23%Contested▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01BILL Accounts Payable30%22%63accepted challenger▲+10Since October 2026: 20% → 30%, +10 points. Inside the 10-point floor: within noise.20% → 30%
BILL Accounts Payable30%22%63accepted challenger▲+10Since October 2026: 20% → 30%, +10 points. Inside the 10-point floor: within noise.20% → 30%02
Stampli23%2%43accepted challenger▲+1Since October 2026: 22% → 23%, +1 point. Inside the 10-point floor: within noise.22% → 23%
Stampli23%2%43accepted challenger▲+1Since October 2026: 22% → 23%, +1 point. Inside the 10-point floor: within noise.22% → 23%03
Ramp23%10%41accepted challenger▲+1Since October 2026: 22% → 23%, +1 point. Inside the 10-point floor: within noise.22% → 23%
Ramp23%10%41accepted challenger▲+1Since October 2026: 22% → 23%, +1 point. Inside the 10-point floor: within noise.22% → 23%04
AvidXchange7%10%41accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%
AvidXchange7%10%41accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%05
Tipalti5%14%49accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 10-point floor: within noise.10% → 5%
Tipalti5%14%49accepted challenger▼−5Since October 2026: 10% → 5%, −5 points. Inside the 10-point floor: within noise.10% → 5%06
Melio5%4%24accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 10-point floor: within noise.5% → 5%
Melio5%4%24accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 10-point floor: within noise.5% → 5%Show the eight products at 0%, ordered by negative rate
13Coupa0%36%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Coupa0%36%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14
SAP Concur0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Concur0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Basware0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Basware0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
QuickBooks0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
QuickBooks0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Airbase0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Airbase0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%12
Yooz0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Yooz0%10%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%07
Medius0%9%23accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%
Medius0%9%23accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%08
Sage Intacct0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Sage Intacct0%0%11accepted 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 head
All fifteen head-to-head pages: the top six products, each against each
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01BILL Accounts Payable30%
BILL Accounts Payable30%02Stampli23%
Stampli23%03Ramp23%
Ramp23%04AvidXchange7%
AvidXchange7%05Tipalti5%
Tipalti5%06Melio5%
Melio5%07Medius0%
Medius0%08Sage Intacct0%
Sage Intacct0%09QuickBooks0%
QuickBooks0%10Basware0%
Basware0%11Airbase0%
Airbase0%12Yooz0%
Yooz0%13Coupa0%
Coupa0%14SAP Concur0%
SAP Concur0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 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 Payable22%
14 of 63 labels negative · 10 of 14 models · 1 hard negative
“While popular, BILL has significant issues to consider: Poor customer service... BBB rating of only 1.09/5 stars” Kimi K2, negative prompt
Tipalti14%
7 of 49 labels negative · 7 of 14 models · 2 hard negative
“Users frequently cite hidden "drip fees" and complex pricing structures that are far more expensive than initially quoted.” DeepSeek V4 Flash, negative prompt
Coupa36%
9 of 25 labels negative · 6 of 14 models · 2 hard negative
“Suppliers often find the Coupa Supplier Portal annoying and resist signing up, which undermines automation.” DeepSeek V4 Flash, negative prompt
SAP Concur33%
6 of 18 labels negative · 4 of 14 models · 2 hard negative
“A major player but with serious usability concerns: Steep learning curve... Constant loading issues and timeouts” Kimi K2, 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. 809 links across 234 sites, every framing counted. Ranked by the number of answers carrying the site or page. 7 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 · G232 answers · 51 citations · 12 models
vendor site · BILL26 answers · 35 citations · 13 models
22 answers · 24 citations · 10 models
18 answers · 18 citations · 9 models
vendor site · Medius17 answers · 25 citations · 9 models
vendor site · Tipalti14 answers · 16 citations · 9 models
14 answers · 15 citations · 8 models
vendor site · Stampli13 answers · 22 citations · 7 models
vendor site · Ramp13 answers · 20 citations · 8 models
vendor site · HighRadius13 answers · 14 citations · 8 models
vendor site · Capterra12 answers · 20 citations · 6 models
vendor site · Zip12 answers · 12 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.
20 answers · 11 models
20 answers · 9 models
18 answers · 9 models
12 answers · 7 models
12 answers · 10 models
11 answers · 7 models
9 answers · 5 models
8 answers · 6 models
8 answers · 5 models
8 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 payable automation software”, “ap automation tools”, “best accounts payable 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 Payable 30% | 30% | 150 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Stampli stampli.com | 23% | 194 | 18,100 | 68 | 26,332 | $39 | 53 | 1 |
| Ramp ramp.com | 23% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| AvidXchange avidxchange.com | 7% | 147 | 27,100 | 398 | 51,937 | $788 | 27 | 7 |
| Tipalti tipalti.com | 5% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 6 |
| Melio melio.com | 5% | 281 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| Rillion rillion.com | 5% | 21 | 480 | 10 | 35,512 | $576 | 14 | |
| ProcureDesk procuredesk.com | 2% | 29 | 720 | 1 | 11,677 | 5 | ||
| Dext dext.com Dext Prepare 2% | 2% | 10 | 8,100 | 117 | 5,244 company | 1 | ||
| Medius medius.com | 0% | 117 | 2,900 | 2,183 | 43,385 | $6,291 | 30 | 5 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (medius.com, stampli.com, tipalti.com). The first result for “accounts payable automation software” is reddit.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 payable automation software for a mid-market B2B company?”Paraphrase“Which invoice processing automation would you recommend to a mid-sized B2B company?”Comparative“What are the top AP automation tools and how do they differ?”Budget-constrained“What is the best accounts payable automation software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an accounts payable automation software. What should we look at?”Negative“Which AP automation tools should I avoid or be cautious about?”
Claude Haiku 4.5RillionStampliChangedno first choiceagainst: TipaltiBILL Accounts Payable, Rampno first choiceagainst: AvidXchange, Coupa, Esker
Four alternatives
AvidXchange, Medius, Quadient AP, TipaltiFour alternatives
AvidXchange, BILL Accounts Payable, Quadient AP, RillionFive alternatives
Airbase, AvidXchange, BILL Accounts Payable, Medius, RampTwo alternatives
Melio, XeroGPT-5.4 miniStampliBILL Accounts PayableChangedBILL Accounts PayableBILL Accounts Payableno first choiceagainst: BILL Accounts Payable, SAP Concur, Yooz
Four alternatives
BILL Accounts Payable, Ramp, Sage Intacct, TipaltiThree alternatives
Sage Intacct, Stampli, TipaltiFour alternatives
Coupa, Ramp, Stampli, TipaltiTwo alternatives
Melio, RampGemini 3.5 FlashStampliagainst: BILL Accounts Payable, MelioStampliHeldagainst: BILL Accounts Payable, Coupa, SAP Aribano first choiceRampno first choiceagainst: QuickBooksagainst: BILL Accounts Payable, Coupa, SAP Ariba
Five alternatives
Airbase, AvidXchange, Medius, Ramp, TipaltiFour alternatives
AvidXchange, Ramp, Tipalti, Vic.aiEight alternatives
AvidXchange, BILL Accounts Payable, Basware, Coupa, Medius, Ramp, Stampli, TipaltiThree alternatives
BILL Accounts Payable, Melio, Quadient APSeven alternatives
AvidXchange, Brex, MineralTree, Quadient AP, Ramp, Stampli, TipaltiPerplexity SonarBILL Accounts Payableagainst: Coupa, MediusBILL Accounts PayableHeldagainst: Coupa, Ivalua, Mediusno first choiceRampagainst: BILL Accounts Payable, Tipaltino first choiceagainst: BILL Accounts Payable, Ramp
Four alternatives
Payhawk, Ramp, Stampli, TipaltiSix alternatives
Astera, Rillion, Rossum, Tabs, Tipalti, YouniumThirteen alternatives
AvidXchange, BILL Accounts Payable, Basware, Coupa, Medius, Melio, NetSuite AP, Ramp, SAP Ariba, SAP Concur, Stampli, Tipalti, Zone & CoTwo alternatives
Melio, Zoho BooksGrok 4.20BILL Accounts Payableagainst: Basware, CoupaRillionChangedagainst: Coupa, SAP Ariba, SAP ConcurStampliagainst: SAP ConcurRampagainst: Zapierno first choiceagainst: AvidXchange, BILL Accounts Payable, Basware, MetaViewer, Procurify, SAP Concur, Serrala, SoftLedger, Tipalti
Four alternatives
AvidXchange, Melio, Stampli, TipaltiThree alternatives
AvidXchange, Quadient AP, StampliSix alternatives
AvidXchange, BILL Accounts Payable, Coupa, Nanonets, Sage Intacct, TipaltiFour alternatives
BILL Accounts Payable, Melio, Plooto, QuickBooksMistral SmallBILL Accounts PayableTipaltiChangedBILL Accounts PayableMelio, Rampno first choiceagainst: BILL Accounts Payable, Pluto, Ramp
Four alternatives
AvidXchange, Payhawk, Stampli, TipaltiThree alternatives
BILL Accounts Payable, Medius, PerkSeven alternatives
AvidXchange, Basware, Melio, Ramp, SAP Concur, Stampli, TipaltiTwo alternatives
BILL Accounts Payable, QuickBooksDeepSeek V4 FlashStampliStampliHeldStampliMelio, Rampagainst: BILL Accounts Payableno first choiceagainst: Coupa, SAP Ariba, Tipalti
Three alternatives
AvidXchange, BILL Accounts Payable, TipaltiFive alternatives
AvidXchange, BILL Accounts Payable, Medius, Tipalti, YoozTwelve alternatives
Airbase, AvidXchange, BILL Accounts Payable, Coupa, DOKKA, Melio, Nanonets, Oracle NetSuite, Ramp, SAP Ariba, Sage Intacct, TipaltiOne alternative
QuickBooksLlama 4 MaverickAvidXchangeno first choiceChangedno first choiceBILL Accounts Payableno first choicenothing named
Three alternatives
Basware, Stampli, TipaltiThree alternatives
Envoice, Melio, RampQwen 3.7 FlashBILL Accounts PayableAvidXchangeChangedagainst: Oracle, SAPTipaltiDext Prepareno first choiceagainst: AvidXchange, BILL Accounts Payable, Basware, Mercury Bill Pay, QuickBooks, Ramp, Stampli, Xero
Four alternatives
BlackLine, Coupa, Ramp, TipaltiFour alternatives
BILL Accounts Payable, Rossum, Tipalti, YoozSix alternatives
AvidXchange, BILL Accounts Payable, Basware, Coupa, SAP Ariba, StampliSix alternatives
BILL Accounts Payable, ExpensePlus, HubDoc, Shoeboxed, Zapier, Zoho ExpenseKimi K2StampliStampliHeldno first choiceBILL Accounts Payableno first choiceagainst: BILL Accounts Payable, Procurify, SAP Concur
Four alternatives
AvidXchange, BILL Accounts Payable, MineralTree TotalAP, TipaltiFour alternatives
AvidXchange, BILL Accounts Payable, Medius, TipaltiFour alternatives
Envoice, Melio, Pyrus, XeroGLM 4.7 FlashXBILL Accounts PayableTipaltiChangedno first choiceRampno first choiceagainst: Airbase, Docyt, EzEmail, Loopfour
Ten alternatives
AvidXchange, Coupa, Medius, Procurify, Quadient AP, Ramp, SAP Concur, Sage Intacct, Stampli, TipaltiFive alternatives
DocuClipper, Invoiced, Parsio / Tailride, Plooto, RillionTen alternatives
Airbase, AvidXchange, BILL Accounts Payable, Coupa, HighRadius, Ivalua, Jaggaer, QuickBooks, Stampli, TipaltiTwo alternatives
Melio, QuickBooksMiniMax M2.5BILL Accounts PayableProcureDeskChangedno first choiceRampno first choiceagainst: Coupa, SAP Concur, Tipalti
Four alternatives
Coupa, Procurify, Stampli, TipaltiTwo alternatives
Stampli, Zapro AIThree alternatives
BILL Accounts Payable, Melio, QuickBooksGPT-6 LunaStampliStampliHeldno first choiceRampagainst: BILL Accounts Payableno first choiceagainst: BILL Accounts Payable, Ramp, Tipalti
Three alternatives
AvidXchange, BILL Accounts Payable, TipaltiTwo alternatives
BILL Accounts Payable, TipaltiSix alternatives
BILL Accounts Payable, Medius, Ramp, SAP Ariba, Stampli, TipaltiTwo alternatives
Melio, QuickBooksMuse Glimmer 30BBILL Accounts PayableAvidXchangeChangedBILL Accounts PayableRampno first choiceagainst: AvidXchange, BILL Accounts Payable, Tipalti
Three alternatives
AvidXchange, Stampli, TipaltiFive alternatives
BILL Accounts Payable, Medius, Perk, Stampli, TipaltiEleven alternatives
ApprovalMax, AvidXchange, Basware, Corpay Spend Management, Coupa, Melio, Oracle NetSuite, Ramp, Sage Intacct, Stampli, TipaltiThree alternatives
BILL Accounts Payable, Melio, QuickBooksBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:19 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | yes | 4 | 5 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 12:12 | yes | 10 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:39 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 26 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:25 | yes | 20 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:36 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 20 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:04 | yes | 10 | 127 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:59 | yes | 5 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 13 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:44 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:42 | yes | 2 | 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 10:51 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:06 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 9 | 32 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:44 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:49 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | yes | 5 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:43 | yes | 14 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:15 | yes | 15 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:11 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:00 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:05 | yes | 9 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:40 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:44 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:43 | yes | 23 | 60 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:50 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | yes | 5 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 20 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 25 | 111 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:22 | yes | 8 | 47 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:21 | yes | 7 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:53 | yes | 13 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:31 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:20 | yes | 2 | 4 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 | 10 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 15 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 15 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:14 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 8 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:55 | yes | 24 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:51 | yes | 5 | 28 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:07 | yes | 4 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:35 | no | 0 | 8 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 09:22 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 5 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:49 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:57 | yes | 23 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:41 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:31 | yes | 15 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:51 | yes | 19 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:56 | yes | 10 | 53 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:31 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:47 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:30 | yes | 2 | 7 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 11:33 | yes | 8 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:06 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 15 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:22 | yes | 24 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:32 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | yes | 5 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:33 | yes | 24 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:00 | yes | 23 | 123 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:51 | yes | 24 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:28 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:05 | yes | 20 | 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 Payable
BILL (Bill.com) read as BILL Accounts Payable
BILL (formerly Bill.com) read as BILL Accounts Payable
BILL AP/AR read as BILL Accounts Payable
BILL.com read as BILL Accounts Payable
Bill.com read as BILL Accounts Payable
Corpay read as Corpay Complete
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Quadient read as Quadient AP
Quadient (formerly Beanworks) read as Quadient AP
QuickBooks Bill Pay read as QuickBooks
QuickBooks Online read as QuickBooks
Ramp Bill Pay read as Ramp
Unresolved, counted raw
Astera
Esker Accounts Payable
ExpensePlus
EzEmail (AP Workflow Automation)
Glean
Hyperbots
Kisa
MetaViewer
Mineral Tree
MineralTree TotalAP
Oracle Payables / Oracle AP automation
Parsio / Tailride
Pluto
Pyrus
Discontinued, still offered
No shut-down product was recommended here.