Accounts payable automation
Asked as “accounts payable automation software”, and as “invoice processing automation”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22Ramp22Stampli20BILL Accounts Payable36others
22% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Ramp (22%) replaces Stampli (19% then, 20% now), 2 points clear, inside the 10-point floor.Ramp leads at 22%, replacing Stampli, which led at 19% and stands at 20% now: 2 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 Payable41%Clear leader▲+3Since September 2026: 41% → 44%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Ramp22%Contested↗new leaderNew leader since September 2026: Ramp (22%) replaces Stampli (19% then, 20% now), 2 points clear, inside the 10-point floor.This pageEnterprise
Coupa20%Contested▲+2Since September 2026: 18% → 19%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
BILL Accounts Payable41%Clear leader▲+3Since September 2026: 41% → 44%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketRamp22%Contested↗new leaderNew leader since September 2026: Ramp (22%) replaces Stampli (19% then, 20% now), 2 points clear, inside the 10-point floor.This pageEnterpriseCoupa20%Contested▲+2Since September 2026: 18% → 19%, +2 points. Inside the 10-point floor: within noise. 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
01Ramp22%9%45accepted challenger▲+6Since September 2026: 16% → 22%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 22%
Ramp22%9%45accepted challenger▲+6Since September 2026: 16% → 22%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 22%02
Stampli22%5%42accepted challenger▲+1Since September 2026: 19% → 20%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 20%
Stampli22%5%42accepted challenger▲+1Since September 2026: 19% → 20%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 20%03BILL Accounts Payable20%25%61accepted challenger▲+3Since September 2026: 19% → 22%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 22%
BILL Accounts Payable20%25%61accepted challenger▲+3Since September 2026: 19% → 22%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 22%04
Tipalti10%10%50accepted challenger▲+5Since September 2026: 7% → 12%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.7% → 12%
Tipalti10%10%50accepted challenger▲+5Since September 2026: 7% → 12%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.7% → 12%05
AvidXchange5%8%37accepted challenger▼−8Since September 2026: 12% → 4%, −8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 4%
AvidXchange5%8%37accepted challenger▼−8Since September 2026: 12% → 4%, −8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 4%06
Melio5%5%19accepted challenger▼−15Since September 2026: 19% → 4%, −15 points. Past the 10-point floor: movement. Read over the models both editions asked.19% → 4%
Melio5%5%19accepted challenger▼−15Since September 2026: 19% → 4%, −15 points. Past the 10-point floor: movement. Read over the models both editions asked.19% → 4%07
Medius3%0%23accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 4%
Medius3%0%23accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 4%08
Airbase2%18%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%
Airbase2%18%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%Show the two products at 0%, ordered by negative rate
10
SAP Concur0%38%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
SAP Concur0%38%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09Coupa0%29%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Coupa0%29%14criticized 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
Ramp vs AvidXchangeRamp vs MelioRamp vs MediusRamp vs AirbaseStampli vs BILL Accounts PayableStampli vs TipaltiStampli vs AvidXchangeStampli vs MelioStampli vs MediusStampli vs AirbaseBILL Accounts Payable vs TipaltiBILL Accounts Payable vs AvidXchangeBILL Accounts Payable vs MelioBILL Accounts Payable vs MediusBILL Accounts Payable vs AirbaseTipalti vs AvidXchangeTipalti vs MelioTipalti vs MediusTipalti vs AirbaseAvidXchange vs MelioAvidXchange vs MediusAvidXchange vs AirbaseMelio vs MediusMelio vs AirbaseMedius vs Airbase
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Ramp22%
Ramp22%02Stampli22%
Stampli22%03BILL Accounts Payable20%
BILL Accounts Payable20%04Tipalti10%
Tipalti10%05AvidXchange5%
AvidXchange5%06Melio5%
Melio5%07Medius3%
Medius3%08Airbase2%
Airbase2%09Coupa0%
Coupa0%10SAP Concur0%
SAP Concur0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Kimi K2, 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 Payable25%
15 of 61 labels negative · 10 of 14 models · 3 hard negative
“Multiple users complain about Bill.com's practice of holding funds for extended periods — up to a week — before releasing them, which affects cash flow.” Muse Glimmer 30B, negative prompt
Tipalti10%
5 of 50 labels negative · 5 of 14 models · 3 hard negative
“What to avoid on a tight budget:- Enterprise-oriented products like **Tipalti** and **Coupa** generally start much higher” Perplexity Sonar, budget prompt
Ramp9%
4 of 45 labels negative · 4 of 14 models
“Ramp can be cost-effective for card-first teams, but finance teams needing robust, real-time AP-to-ERP workflows ... often find the AP layer thin.” Muse Glimmer 30B, negative prompt
SAP Concur38%
5 of 13 labels negative · 4 of 14 models
“They are built for massive organizations and are often a poor fit for mid-market or rapidly scaling businesses.” 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
78 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. 1036 links across 224 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Ramp46 answers · 88 citations · 13 models
vendor site · G241 answers · 64 citations · 12 models
vendor site · Medius36 answers · 60 citations · 13 models
vendor site · BILL29 answers · 38 citations · 13 models
vendor site · Tipalti28 answers · 38 citations · 11 models
vendor site · Corpay26 answers · 45 citations · 9 models
vendor site · Stampli25 answers · 35 citations · 12 models
vendor site · HighRadius21 answers · 29 citations · 10 models
vendor site · Payhawk21 answers · 22 citations · 9 models
vendor site · Rillion18 answers · 19 citations · 11 models
vendor site · G216 answers · 17 citations · 9 models
vendor site · Brex14 answers · 18 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
33 answers · 12 models
32 answers · 10 models
25 answers · 10 models
21 answers · 8 models
19 answers · 8 models
15 answers · 9 models
14 answers · 11 models
13 answers · 8 models
12 answers · 6 models
12 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 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 |
|---|---|---|---|---|---|---|---|---|
| Ramp ramp.com | 22% | 1042 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| Stampli stampli.com | 22% | 157 | 18,100 | 68 | 26,332 | $39 | 53 | 1 |
| BILL bill.com BILL Accounts Payable 20% | 20% | 158 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Tipalti tipalti.com | 10% | 517 | 18,100 | 381 | 213,652 | $83,363 | 120 | 6 |
| AvidXchange avidxchange.com | 5% | 168 | 27,100 | 398 | 51,937 | $788 | 27 | 7 |
| Melio melio.com | 5% | 277 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| Medius medius.com | 3% | 98 | 2,900 | 2,183 | 43,385 | $6,291 | 30 | 5 |
| Xero xero.com | 2% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Yooz getyooz.com | 2% | 24 | 4,400 | 36 | 11,827 | $231 | 36 | |
| Airbase airbase.com | 2% | 158 | 14,800 | 577 | 5,429 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (brex.com, 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 4.5AvidXchange, MineralTreeBILL Accounts Payable, YoozChangedno first choiceRampno first choicenothing named
Three alternatives
Medius, Stampli, TipaltiTwo alternatives
Quadient AP, RampThree alternatives
BILL Accounts Payable, Melio, Zoho BooksGPT-5.4 miniTipaltiagainst: BILL Accounts PayableStampliChangedBILL Accounts PayableBILL Accounts Payable, Meliono first choicenothing named
Three alternatives
AvidXchange, Basware, MediusTwo alternatives
BILL Accounts Payable, TipaltiFive alternatives
Ramp, SAP Concur, Sage Intacct, Stampli, TipaltiTwo alternatives
ApprovalMax, PlootoGemini 3.5 FlashStampliStampliHeldno first choiceRampagainst: BILL Accounts PayableStampli, Tipaltiagainst: AvidXchange, BILL Accounts Payable, Paymerang, Paymode-X, SAP Concur, Tipalti
Four alternatives
AvidXchange, Medius, Ramp, TipaltiFour alternatives
AvidXchange, BILL Accounts Payable, Ramp, TipaltiFour alternatives
Melio, Plooto, QuickBooks, XeroFour alternatives
AvidXchange, MineralTree, Quadient AP, ZoneCoPerplexity SonarStampli, TipaltiAvidXchangeChangedno first choiceagainst: CoupaRampagainst: Coupa, Tipaltino first choicenothing named
Three alternatives
AvidXchange, BILL Accounts Payable, CorpayThree alternatives
BILL Accounts Payable, Rillion, TipaltiSeven alternatives
BILL Accounts Payable, Corpay, Medius, Melio, Ramp, Stampli, TipaltiTwo alternatives
Melio, XeroGrok 4.1 FastBILL Accounts Payable, StampliBILL Accounts PayableChangedagainst: BaswareBILL Accounts PayableRampagainst: BILL Accounts Payableno first choiceagainst: SAP Concuragainst: BILL Accounts Payable, Ramp, Stampli, Tipalti
Three alternatives
AvidXchange, Ramp, TipaltiThree alternatives
AvidXchange, Stampli, YoozThree alternatives
Ramp, Stampli, TipaltiTwo alternatives
Melio, QuickBooksFive alternatives
AvidXchange, BILL Accounts Payable, Medius, Ramp, TipaltiMistral SmallMedius, TipaltiChaser, MediusChangedno first choiceBrex, Rampno first choiceagainst: Airbase, BILL Accounts Payable
Three alternatives
BILL Accounts Payable, Quadient AP, SoftcoTwo alternatives
AvidXchange, Oracle NetSuiteThree alternatives
BILL Accounts Payable, Melio, XeroDeepSeek V4 FlashStampliagainst: MineralTreeBILL Accounts PayableChangedno first choiceagainst: Coupa, SAP ConcurRampagainst: BILL Accounts Payableno first choiceagainst: BILL Accounts Payable, Coupa, SAP Concuragainst: ACOM, AvidXchange, BILL Accounts Payable, Ramp, older SAP modules
Three alternatives
Airbase, AvidXchange, TipaltiFour alternatives
AvidXchange, Ramp, Stampli, TipaltiTwo alternatives
Brex, MelioTwo alternatives
AvidXchange, MediusLlama 4 Maverickno first choiceno first choiceHeldno first choiceBILL Accounts Payable, Ramp, Xerono first choicenothing named
Qwen 3.7 FlashBILL Accounts PayableBILL Accounts PayableHeldagainst: SAP Aribano first choiceRampagainst: BILL Accounts Payableno first choicenothing named
Four alternatives
AvidXchange, Spendful, Tipalti, VasarioFour alternatives
AvidXchange, Rillion, Stampli, TipaltiThree alternatives
Melio, QuickBooks, XeroKimi K2BILL Accounts Payable, StampliStampliChangedTipaltiRampagainst: BILL Accounts Payableno first choiceagainst: AvidXchange, BILL Accounts Payable, Melio, Stampli, Tipalti, Vic.ai
Three alternatives
Quadient AP, Ramp, TipaltiThree alternatives
BILL Accounts Payable, Invoiced, TipaltiSeven alternatives
AvidXchange, BILL Accounts Payable, Coupa, Medius, Ramp, SAP Concur, StampliTwo alternatives
Melio, XeroGLM 4.7 FlashXHighRadiusBILL Accounts PayableChangedno first choiceRampno first choiceagainst: BILL Accounts Payable, Ramp, Tipalti
Seven alternatives
AvidXchange, BILL Accounts Payable, Payhawk, Quadient AP, Ramp, Stampli, TipaltiTwo alternatives
Stampli, TipaltiTwelve alternatives
AvidXchange, BILL Accounts Payable, Basware, Brex, Coupa, Medius, Melio, QuickBooks, Ramp, SAP Concur, Stampli, TipaltiThree alternatives
Melio, QuickBooks, Zoho BooksMiniMax M2.5Stampli, TipaltiBILL Accounts Payable, TipaltiChangedagainst: SAP ConcurMediusMelio, Rampno first choiceagainst: BILL Accounts Payable
Four alternatives
BILL Accounts Payable, HighRadius, Ramp, Sage IntacctOne alternative
StampliOne alternative
TipaltiTwo alternatives
BILL Accounts Payable, Invoice FlyGPT-6 LunaStampliStampliHeldno first choiceRampno first choicenothing named
Four alternatives
AvidXchange, BILL Accounts Payable, Ramp, TipaltiTwo alternatives
BILL Accounts Payable, TipaltiEight alternatives
AvidXchange, BILL Accounts Payable, Coupa, Medius, Ramp, SAP Concur Invoice, Stampli, TipaltiOne alternative
MelioMuse Glimmer 30BAirbase, AvidXchangeBILL Accounts Payable, StampliChangedTipaltiMelio, Rampno first choiceagainst: Airbase, BILL Accounts Payable, Ramp
Five alternatives
BILL Accounts Payable, Medius, MineralTree, a Global Payments company, Quadient AP, RillionFour alternatives
Medius, Perk, Ramp, TipaltiEight alternatives
Airbase, AvidXchange, BILL Accounts Payable, Coupa, Medius, Ramp, SAP Ariba, StampliThree alternatives
BILL Accounts Payable, Xero, Zoho BooksBold 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 10:59 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:55 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:04 | yes | 23 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:43 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:33 | yes | 21 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:17 | yes | 11 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:03 | yes | 23 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:53 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:49 | no | 0 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:43 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:04 | yes | 14 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:28 | yes | 13 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:24 | yes | 6 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:37 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:23 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:20 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:21 | yes | 9 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:11 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:38 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:19 | yes | 23 | 44 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:21 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:30 | yes | 18 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:04 | yes | 25 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:43 | yes | 5 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:09 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:44 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:39 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:47 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:48 | yes | 7 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:18 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:55 | yes | 20 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:40 | yes | 11 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:35 | yes | 23 | 25 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 11:02 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:19 | yes | 19 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | yes | 13 | 99 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:27 | yes | 9 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:42 | yes | 9 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:18 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:23 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:57 | yes | 14 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:20 | yes | 23 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:27 | yes | 24 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:14 | yes | 8 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:32 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:19 | yes | 10 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:35 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:18 | yes | 22 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:51 | yes | 9 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:19 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:40 | yes | 12 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:47 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:50 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:13 | yes | 13 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:00 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:43 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:58 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 20 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:31 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:58 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:15 | yes | 18 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 14 | 119 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:17 | yes | 5 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 4 | 31 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:38 | yes | 15 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:27 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:30 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:18 | yes | 25 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:51 | yes | 19 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:54 | yes | 20 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:29 | yes | 10 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:28 | yes | 25 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:50 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:17 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:45 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:08 | yes | 22 | 61 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:35 | yes | 21 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:59 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:19 | yes | 24 | 30 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 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
3 of 5 flipped
Perplexity Sonar
2 of 3 flipped
Grok 4.1 Fast
3 of 4 flipped
Mistral Small
4 of 4 flipped
DeepSeek V4 Flash
3 of 5 flipped
Llama 4 Maverick
2 of 2 flipped
Qwen 3.7 Flash
2 of 4 flipped
Kimi K2
3 of 4 flipped
GLM 4.7 FlashX
2 of 4 flipped
MiniMax M2.5
4 of 4 flipped
GPT-6 Luna
0 of 3 flipped
Muse Glimmer 30B
3 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 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 AP/AR (formerly Bill.com) read as BILL Accounts Payable
Bill.com read as BILL Accounts Payable
Bill.com (BILL) read as BILL Accounts Payable
Bill.com / BILL read as BILL Accounts Payable
NetSuite 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
SAP Ariba Invoice Management read as SAP Ariba
Unresolved, counted raw
ACOM
MineralTree, a Global Payments company
PayRequest
Paymerang
Paymode-X
Simpl
Spendful
Vasario (formerly Finexware)
ZoneCo
older SAP modules
Discontinued, still offered
No shut-down product was recommended here.
Follow Accounts payable automation
An email the morning each edition publishes: where this category moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
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