Index › Finance › Spend and procurement › Accounts payable automat › Enterprise · November 2026 Edition
Accounts payable automation for enterprise buyers
Asked as “accounts payable automation software”, and as “invoice processing automation”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · Tipalti 20%
23Coupa20Tipalti16Basware41others
23% of first choices, contested.
Since October 2026▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.Coupa held the lead, +3 points on 20%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
BILL Accounts 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.Standing →Enterprise
Coupa23%Contested▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.This page
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.Standing →EnterpriseCoupa23%Contested▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Coupa23%11%53accepted challenger▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.20% → 23%
Coupa23%11%53accepted challenger▲+3Since October 2026: 20% → 23%, +3 points. Inside the 10-point floor: within noise.20% → 23%02
Tipalti20%7%59accepted challenger▲+2Since October 2026: 18% → 20%, +2 points. Inside the 10-point floor: within noise.18% → 20%
Tipalti20%7%59accepted challenger▲+2Since October 2026: 18% → 20%, +2 points. Inside the 10-point floor: within noise.18% → 20%03
Basware16%8%51accepted challenger▲+3Since October 2026: 13% → 16%, +3 points. Inside the 10-point floor: within noise.13% → 16%
Basware16%8%51accepted challenger▲+3Since October 2026: 13% → 16%, +3 points. Inside the 10-point floor: within noise.13% → 16%04
Medius9%2%43accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 10-point floor: within noise.5% → 9%
Medius9%2%43accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 10-point floor: within noise.5% → 9%05
HighRadius9%6%36accepted challenger▼−4Since October 2026: 13% → 9%, −4 points. Inside the 10-point floor: within noise.13% → 9%
HighRadius9%6%36accepted challenger▼−4Since October 2026: 13% → 9%, −4 points. Inside the 10-point floor: within noise.13% → 9%06
AvidXchange2%32%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
AvidXchange2%32%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
11BILL Accounts Payable0%59%29criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
BILL Accounts Payable0%59%29criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%10
Ramp0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Ramp0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
Stampli0%10%29accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Stampli0%10%29accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%09
SAP Concur0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
SAP Concur0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
SAP Ariba0%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
SAP Ariba0%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Coupa23%
Coupa23%02Tipalti20%
Tipalti20%03Basware16%
Basware16%04Medius9%
Medius9%05HighRadius9%
HighRadius9%06AvidXchange2%
AvidXchange2%07Stampli0%
Stampli0%08SAP Ariba0%
SAP Ariba0%09SAP Concur0%
SAP Concur0%10Ramp0%
Ramp0%11BILL Accounts Payable0%
BILL Accounts Payable0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 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 Payable59%
17 of 29 labels negative · 11 of 14 models · 9 hard negative
“Tools to Avoid: Entry-Level & SMB Platforms ... Examples: BILL (formerly Bill.com), Melio, Hubdoc, Dext, QuickBooks Online Built-in AP.” Gemini 3.5 Flash, negative prompt
Ramp57%
8 of 14 labels negative · 8 of 14 models · 5 hard negative
“Ramp's AP automation is rudimentary compared to dedicated solutions, with marketing claims of automation that feels "half-baked"” Claude Haiku 4.5, negative prompt
Melio100%
6 of 6 labels negative · 6 of 14 models · 4 hard negative
“batch processing oriented and SMB focused with an Ease of Use positioning, not the multi-entity, multi-currency, global compliance and deep ERP integration large enterprises need” Muse Glimmer 30B, negative prompt
Coupa11%
6 of 53 labels negative · 6 of 14 models
“Large procurement suites such as Coupa, SAP Ariba, Basware, etc. ... Why avoid/careful: They are designed for organizations with dedicated IT support and long implementation cycles.” GLM 4.7 FlashX, 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
76 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. 894 links across 227 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 · G234 answers · 43 citations · 12 models
33 answers · 39 citations · 11 models
vendor site · HighRadius28 answers · 45 citations · 11 models
vendor site · Medius27 answers · 60 citations · 12 models
23 answers · 25 citations · 10 models
vendor site · Capterra16 answers · 23 citations · 8 models
vendor site · Tipalti16 answers · 22 citations · 8 models
vendor site · BILL13 answers · 22 citations · 8 models
13 answers · 13 citations · 7 models
12 answers · 19 citations · 8 models
12 answers · 12 citations · 6 models
vendor site · Zip12 answers · 12 citations · 8 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.
29 answers · 11 models
29 answers · 10 models
21 answers · 10 models
13 answers · 7 models
12 answers · 6 models
12 answers · 8 models
10 answers · 10 models
10 answers · 7 models
8 answers · 5 models
8 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Coupa coupa.com | 23% | 637 | 60,500 | 1,210 | 41,319 | $339 | 91 | |
| Tipalti tipalti.com | 20% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 6 |
| Basware basware.com | 16% | 190 | 2,400 | 43 | 5,271 | 34 | ||
| Medius medius.com | 9% | 117 | 2,900 | 2,183 | 43,385 | $6,291 | 30 | 5 |
| HighRadius highradius.com | 9% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 | |
| Yooz getyooz.com | 4% | 20 | 4,400 | 36 | 11,827 | $231 | 36 | |
| SAP sap.com SAP 2%, SAP Ariba 0%, SAP Concur 0% | 2% | 553 | 135,000 | 74,309 | 2,214,514 | $1,251 | 23 | |
| AvidXchange avidxchange.com | 2% | 147 | 27,100 | 398 | 51,937 | $788 | 27 | 7 |
| Automation Anywhere automationanywhere.com | 2% | 3 | 6,600 | 302 | 45,595 | 20 | ||
| Zip zip.com | 2% | 96 | 301,000 | 498,436 | 18,669 | 34 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (gartner.com, medius.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 an enterprise B2B company?”Paraphrase“Which invoice processing automation would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AP automation tools and how do they differ?”Budget-constrained“What is the best accounts payable automation software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an accounts payable automation software. What should we look at?”Negative“Which AP automation tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BaswareHighRadiusChangedCoupa, Medius, TipaltiYoozno first choiceagainst: BILL Accounts Payable, Draycir, Ramp
Three alternatives
HighRadius, Medius, SAP ConcurThree alternatives
Basware, SAP Concur Invoice, TipaltiOne alternative
BaswareThree alternatives
Basware, Coupa, TipaltiGPT-5.4 miniTipaltiBaswareChangedno first choiceBasware, Rillionno first choicenothing named
Three alternatives
Basware, Coupa, SAP AribaThree alternatives
Coupa, HighRadius, SAP Concur InvoiceSix alternatives
AvidXchange, Basware, Coupa, Medius, SAP Ariba, TipaltiTwo alternatives
Coupa, HighRadiusGemini 3.5 FlashBaswareOpenText Vendor Invoice Management (VIM) for SAPChangedCoupaTipaltino first choiceagainst: Airbase, AvidXchange, BILL Accounts Payable, Dext Prepare, HubDoc, Melio, MineralTree, QuickBooks Online Built-in AP, Stampli
Four alternatives
Coupa Software, Medius, Stampli, TipaltiFour alternatives
Basware, Coupa Invoicing, Medius, Vic.aiSix alternatives
Basware, Medius, SAP Ariba, SAP Concur, Tipalti, Tungsten AutomationThree alternatives
Coupa, Medius, StampliPerplexity SonarCoupaagainst: BILL Accounts PayableCoupaHeldCoupa, SAPTipaltiagainst: BILL Accounts Payable, Yoozno first choiceagainst: BILL Accounts Payable, Basware, Coupa, Melio, Ramp, Tipalti, UiPath
Four alternatives
Medius, SAP Ariba, SAP Concur, TipaltiFour alternatives
Basware, HighRadius, SAP Concur Invoice, TipaltiEight alternatives
AvidXchange, Basware, HighRadius, Medius, Oracle NetSuite, Sage Intacct, Stampli, TipaltiTwo alternatives
Medius, StampliGrok 4.20Coupaagainst: Airbase, AvidXchange, BILL Accounts Payable, RampAutomation AnywhereChangedTipaltiagainst: SprintAPBaswareagainst: AvidXchange, BILL Accounts Payable, Coupa, HighRadius, Tipaltino first choiceagainst: BILL Accounts Payable, Basware, Dext Prepare, Neat, NetSuite AP, QuickBooks or Xero Bill Management, SAP S/4HANA AP, Shoeboxed
Four alternatives
Oracle NetSuite, SAP Concur, Sage Intacct, TipaltiSix alternatives
Basware, Coupa, HighRadius, Ivalua, Medius, TipaltiEight alternatives
AvidXchange, BILL Accounts Payable, Basware, Coupa, HighRadius, Medius, SAP Concur / SAP Ariba, StampliOne alternative
MediusMistral SmallCoupa, TipaltiHighRadius Accounts Payable Automation, SAP Invoice ManagementChangedTipaltiCoupano first choiceagainst: Melioagainst: BILL Accounts Payable, Ramp
Two alternatives
Basware, HighRadiusTwo alternatives
Coupa Invoice Automation, Tungsten AutomationSeven alternatives
AvidXchange, Medius, Ramp, SAP Concur, Sage Intacct, Stampli, YoozFour alternatives
Basware, HighRadius, SAP Ariba/Concur, TipaltiDeepSeek V4 FlashCoupaHighRadiusChangedBasware, CoupaTipaltiagainst: BILL Accounts Payable, SAP Concurno first choiceagainst: ABBYY ReadSoft, AvidXchange, BILL Accounts Payable, Expensify, Kofax, Melio, Ramp, Tipalti, Wallester
Five alternatives
Basware, Esker, HighRadius, Medius, SAP AribaThree alternatives
Basware, Coupa, Tungsten AutomationNine alternatives
Airbase, Esker, HighRadius, Ivalua, Medius, SAP Ariba, SAP Concur, Stampli, TipaltiFive alternatives
HighRadius, Kofax, Medius, SAP Concur, YoozLlama 4 Maverickno first choiceHighRadius, Medius, TipaltiChangedBaswareno first choiceno first choiceagainst: Coupa
Two alternatives
Medius, TipaltiQwen 3.7 FlashCoupaCoupa, HighRadiusChangedCoupa, Stampli, TipaltiBasware, Coupano first choiceagainst: AvidXchange, BILL Accounts Payable, Coupa, Stampli
Four alternatives
Basware, HighRadius, SAP Business Network, TipaltiThree alternatives
Automation Anywhere, Basware, UiPathEight alternatives
Airbase, Ivalua, Jaggaer, Oracle NetSuite, SAP Ariba, SAP S/4HANA, Sage Intacct, YoozThree alternatives
Oracle NetSuite, SAP Ariba, TipaltiKimi K2CoupaHighRadius, SAPChangedMediusMedius, Tipaltiagainst: BILL Accounts Payable, Ramp, Stamplino first choiceagainst: BILL Accounts Payable, Melio
Five alternatives
Basware, Esker, HighRadius, SAP Ariba, TipaltiThree alternatives
Basware, Coupa, TipaltiFive alternatives
Basware, Coupa, SAP Ariba, SAP Concur, TipaltiTwo alternatives
Glean.ai, LightyearGLM 4.7 FlashXMediusCoupaChangedCoupaTipalti, Zetadocs AP Automationno first choiceagainst: Airbase, Basware, Brex, Coupa, Ramp, SAP Ariba
Five alternatives
Basware, Coupa, HighRadius, SAP, TipaltiThree alternatives
HighRadius, Medius, SAP EcosystemNine alternatives
AvidXchange, Basware, Esker, HighRadius, Medius, Oracle NetSuite, Ramp, Stampli, TipaltiTwo alternatives
Forwardly, Quadient APMiniMax M2.5Medius, ZipRossum, TipaltiChangedMediusKefron AP, Tipaltiagainst: BILL Accounts Payable, RampAvidXchange, Tipaltinothing named
Two alternatives
Oracle NetSuite, TipaltiFour alternatives
ABBYY, Coupa Invoice, Oracle Fusion Cloud AP Automation, SAP ConcurFive alternatives
Basware, Coupa, SAP Concur, Stampli, TipaltiTwo alternatives
SAP Concur Invoice, YoozGPT-6 LunaBaswareBaswareHeldno first choiceMediusagainst: Tipaltino first choiceagainst: BILL Accounts Payable
Two alternatives
Coupa, TipaltiOne alternative
SAP AribaSeven alternatives
Basware, Coupa, Esker, Medius, Oracle Fusion Cloud Payables, SAP Ariba, TipaltiOne alternative
BaswareMuse Glimmer 30BBasware, CoupaCoupaChangedCoupa, Mindsprint SprintAPYoozagainst: Basware, Coupa, HighRadius, Medius, SAP Ariba/Concurno first choiceagainst: Airbase, AvidXchange, BILL Accounts Payable, Melio, MineralTree
Five alternatives
HighRadius, Medius, SAP Ariba, SAP Concur Invoice, TipaltiThree alternatives
HighRadius, Medius, SAP Ariba/ConcurSeven alternatives
AvidXchange, Basware, HighRadius, Medius, SAP, Stampli, TipaltiOne alternative
AutoPayablesBold 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 11:04 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:15 | yes | 4 | 13 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 09:49 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:11 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:23 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:13 | yes | 14 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:57 | yes | 22 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:01 | yes | 5 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:55 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:11 | yes | 13 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:54 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:00 | yes | 3 | 7 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 11:46 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:37 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 32 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 25 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:15 | yes | 9 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 15 | 52 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 13 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:45 | no | 0 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:40 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:28 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:40 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:59 | 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 11:56 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:44 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 5 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | yes | 8 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 25 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:40 | yes | 13 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | yes | 23 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 9 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:05 | yes | 7 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:21 | yes | 13 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:47 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:57 | yes | 4 | 6 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 10:20 | yes | 11 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:41 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 24 | 38 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 25 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:29 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:53 | no | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:55 | yes | 24 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 24 | 68 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 19 | 72 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:25 | yes | 23 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:58 | yes | 19 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:38 | yes | 4 | 7 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 12:32 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:30 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 5 | 41 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:06 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:09 | no | 0 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:03 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:35 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:31 | yes | 23 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:31 | yes | 14 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:32 | yes | 5 | 49 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:14 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:43 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:38 | yes | 6 | 6 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 09:48 | yes | 11 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:55 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 20 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:40 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:04 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:15 | yes | 10 | 61 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:41 | yes | 23 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:49 | yes | 23 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | yes | 14 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:42 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:55 | yes | 22 | 34 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
Dext read as Dext Prepare
Dext (formerly Receipt Bank) read as Dext Prepare
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Quadient read as Quadient AP
Ramp Bill Pay read as Ramp
SAP Ariba Invoice Management read as SAP Ariba
Tungsten (Kofax) read as Tungsten Automation
Unresolved, counted raw
ABBYY
ABBYY ReadSoft
Accounts Payable by BILL
Artsyl
Automa
Coupa Invoice
Coupa Invoice Automation
Coupa Invoicing
Coupa Payables
Draycir
Glean.ai
HighRadius Accounts Payable Automation
Neat
Open.money
OpenText Vendor Invoice Management (VIM) for SAP
Oracle AP Cloud
Oracle Fusion Cloud AP Automation
QuickBooks Online Built-in AP
QuickBooks or Xero Bill Management
SAP Ecosystem (SAP S/4HANA + Ariba + Concur Invoice)
SAP Invoice Management
SAP S/4HANA AP
Zetadocs AP Automation
Discontinued, still offered
No shut-down product was recommended here.