Index › Finance › Spend and procurement › Accounts payable automat › Enterprise · September 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. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
Stampli vs AvidXchangeStampli vs TipaltiStampli vs MediusBILL Accounts Payable vs MelioBILL Accounts Payable vs RampBILL Accounts Payable vs AvidXchangeBILL Accounts Payable vs TipaltiBILL Accounts Payable vs MediusMelio vs RampMelio vs AvidXchangeMelio vs TipaltiMelio vs MediusRamp vs AvidXchangeRamp vs TipaltiRamp vs MediusAvidXchange vs TipaltiAvidXchange vs MediusTipalti vs Medius
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
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Tipalti18%
Tipalti18%02Coupa18%
Coupa18%03HighRadius15%
HighRadius15%04Basware12%
Basware12%05Medius10%
Medius10%06SAP Concur Invoice5%
SAP Concur Invoice5%07Ramp5%
Ramp5%08SAP Concur2%
SAP Concur2%09SAP Ariba2%
SAP Ariba2%10Stampli2%
Stampli2%11AvidXchange0%
AvidXchange0%12BILL Accounts Payable0%
BILL Accounts Payable0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2 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.
BILL Accounts Payable74%
20 of 27 labels negative · 11 of 12 models · 10 hard negative
“Tools to Approach with High Caution or Avoid ... Frequently outgrown by enterprises ... Reviews note poor scalability for global/large ops.” Grok 4.20, negative prompt
Ramp52%
11 of 21 labels negative · 7 of 12 models
“Some users believe that Ramp's AP automation is slow and difficult to navigate, and it does not provide live phone support.” Claude Haiku 4.5, negative prompt
Coupa16%
7 of 45 labels negative · 6 of 12 models · 2 hard negative
“Coupa (often quoted per user) become extremely expensive for large companies” Qwen 3.7 Flash, budget prompt
Stampli32%
8 of 25 labels negative · 6 of 12 models · 1 hard negative
“per-user pricing (common with BILL, Stampli, Ramp Plus) will be your enemy” DeepSeek V4 Flash, budget 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
67 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. 1041 links across 241 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · HighRadius40 answers · 68 citations · 11 models
vendor site · Medius32 answers · 73 citations · 11 models
28 answers · 29 citations · 10 models
27 answers · 27 citations · 10 models
vendor site · Ramp25 answers · 39 citations · 9 models
vendor site · MakersHub25 answers · 35 citations · 11 models
vendor site · Tipalti23 answers · 32 citations · 10 models
vendor site · Corpay18 answers · 26 citations · 8 models
vendor site · Stampli17 answers · 23 citations · 7 models
vendor site · Rillion15 answers · 26 citations · 7 models
vendor site · BILL15 answers · 18 citations · 8 models
vendor site · G215 answers · 15 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.
27 answers · 10 models
25 answers · 10 models
19 answers · 10 models
18 answers · 10 models
17 answers · 9 models
14 answers · 7 models
14 answers · 7 models
14 answers · 9 models
14 answers · 8 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| Tipalti tipalti.com | 18% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 6 |
| Coupa coupa.com | 18% | 637 | 60,500 | 1,210 | 41,319 | $339 | 91 | |
| HighRadius highradius.com | 15% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 | |
| Basware basware.com | 12% | 190 | 2,400 | 43 | 5,271 | 34 | ||
| Medius medius.com | 10% | 117 | 2,900 | 2,183 | 43,385 | $6,291 | 30 | 5 |
| MakersHub makershub.com | 8% | 5 | 390 | 0 | 847 | $41 | 14 | 6 |
| SAP Concur Invoice concur.com | 5% | 11 | 30 | 0 | 445,133 | $116 | 86 | 1 |
| Ramp ramp.com | 5% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| SAP Ariba sap.com SAP Concur 2%, SAP Ariba 2%, SAP Ariba/Concur 0% | 5% | 553 | 74,000 | 502 | 2,214,514 | $1,251 | 23 | |
| Stampli stampli.com | 2% | 194 | 18,100 | 68 | 26,332 | $39 | 53 | 1 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (makershub.com, medius.com, stampli.com, tipalti.com, zoneandco.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 4.5no first choiceSerrala FS2 PaymentsChangedMedius, TipaltiMakersHubno first choiceagainst: Ramp
Four alternatives
Basware, Coupa, HighRadius, TipaltiThree alternatives
Basware, SAP Concur, SAP's Invoice Payment ManagerFour alternatives
Coupa, Oracle NetSuite, SAP Ariba, SAP ConcurTwo alternatives
Tipalti, YoozGPT-5.4 miniTipaltiSAP Concur InvoiceChangedOracle Fusion Cloud Payables, SAP AribaTipaltiagainst: BILL Accounts Payable, Stamplino first choiceagainst: Adeptia Automate, Automation Anywhere, BILL Accounts Payable, Ramp, SAP Concur
Two alternatives
Basware, CoupaOne alternative
TipaltiTwo alternatives
Coupa, SAP S/4HANA + SAP Business Network / Ariba integrationOne alternative
SAP ConcurGemini 3.5 FlashTipaltiagainst: BILL Accounts Payable, MelioTipaltiHeldTipaltiMediusagainst: BILL Accounts Payable, SAP Concurno first choiceagainst: Airbase, BILL Accounts Payable, Brex, Expensify, Melio, Plooto, QuickBooks, Ramp
Five alternatives
Coupa, HighRadius, Medius, Stampli, Vic.aiFour alternatives
Basware, Coupa, Medius, Vic.aiFive alternatives
Coupa, HighRadius, Medius, SAP Concur, StampliThree alternatives
Basware, Tipalti, YoozPerplexity SonarTipaltiCoupa, HighRadiusChangedCoupaagainst: AvidXchange, StampliSAP Concur Invoiceagainst: Rampno first choiceagainst: AvidXchange, BILL Accounts Payable, Melio, Ramp, Stampli, SutiAP, Yooz
Five alternatives
Basware, Coupa, HighRadius, Medius, SAP Ariba/ConcurThree alternatives
Basware, Invoiced, SAPFive alternatives
Basware, HighRadius, Medius, SAP Ariba/Concur, TipaltiTwo alternatives
Medius, TipaltiGrok 4.20Basware, CoupaBasware, CoupaHeldHighRadius, Mediusagainst: AvidXchange, SAP Concur InvoiceTipaltiagainst: BILL Accounts Payable, RampHighRadius, Mediusagainst: BILL Accounts Payable, Coupa, Fraxion, Quadient AP, Ramp, SAP Concur Invoice, Stampli
Three alternatives
Esker, HighRadius, MediusOne alternative
HighRadiusFour alternatives
Basware, Coupa, Stampli, TipaltiThree alternatives
Coupa, MakersHub, RoutableFour alternatives
Corpay Complete, Ramp, Stampli, TipaltiMistral SmallStampliCoupa, SAP AribaChangedno first choiceRampagainst: Coupa, SAP Concur, Stampli, Tipaltino first choiceagainst: Zoho Invoiceagainst: BILL Accounts Payable, Coupa, Fraxion
Two alternatives
SAP Concur, TipaltiThree alternatives
BlackLine, Oracle Intelligent Invoice Automation, TipaltiDeepSeek V4 FlashMediusBaswareChangedagainst: StampliMediusagainst: BILL Accounts Payable, RampMakersHubagainst: BILL Accounts Payable, Coupa, Stampli, Tipaltino first choiceagainst: BILL Accounts Payable, Oracle's native AP modules, Ramp, SAP Ariba, Tipalti
Four alternatives
Basware, Coupa, Esker, TipaltiThree alternatives
Coupa, SAP Concur, TipaltiSeven alternatives
Basware, Coupa, HighRadius, OpenText VIM, SAP Concur, Stampli, TipaltiTwo alternatives
HighRadius, RampLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choiceagainst: BILL Accounts Payable, Fraxion, Tipalti
Qwen 3.7 FlashCoupaHighRadiusChangedMediusMakersHubagainst: BILL Accounts Payable, Coupano first choiceagainst: BILL Accounts Payable, Blue Prism, SAP Concur Invoice, UiPath
Six alternatives
HighRadius, Oracle NetSuite, SAP Concur / SAP Ariba, Tipalti, Workday Financials, ZynstraThree alternatives
Basware, Coupa, SAP AribaSix alternatives
AvidXchange, Basware, Coupa, SAP Concur, Stampli, TipaltiTwo alternatives
Quadient AP, TipaltiKimi K2Coupa, MediusBaswareChangedMediusagainst: BILL Accounts Payable, SAP ConcurTipaltiagainst: BILL Accounts Payable, Rippling, SAP Concurno first choiceagainst: Airbase, AvidXchange, Stampliagainst: AvidXchange, BILL Accounts Payable, Basware, Coupa, Esker, Melio, QuickBooks, SAP Ariba
Three alternatives
Basware, SAP Concur, TipaltiThree alternatives
Coupa, HighRadius, SAP AribaFive alternatives
AvidXchange, Basware, Coupa, Stampli, TipaltiThree alternatives
Basware, Medius, MineralTreeGLM 4.7 FlashXHighRadiusHighRadiusHeldCoupa, Mediusagainst: BILL Accounts Payable, RampRampno first choiceagainst: AvidXchange, Basware, Coupa, Esker, Jaggaer, Medius, Ramp, Tipalti
Eight alternatives
Basware, Coupa, Esker, Medius, SAP Ariba, SAP Concur, Stampli, TipaltiThree alternatives
Basware, Coupa, SAP ConcurFive alternatives
AvidXchange, HighRadius, SAP Concur Invoice, Stampli, TipaltiTwo alternatives
HighRadius, TipaltiMiniMax M2.5Basware, CoupaHighRadiusChangedHighRadiusSAP Concurno first choiceagainst: BILL Accounts Payable, Tipalti, Vic.ai
Three alternatives
Medius, SAP Concur, TipaltiThree alternatives
Oracle NetSuite, SAP Concur, TipaltiThree alternatives
Basware, Medius, TipaltiTwo alternatives
Coupa, HighRadiusBold 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 18:08 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:17 | yes | 2 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:21 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:53 | yes | 20 | 7 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 20:32 | yes | 36 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:04 | yes | 12 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:54 | yes | 28 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:03 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:03 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:21 | yes | 15 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:47 | yes | 18 | 156 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:09 | yes | 14 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:35 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:24 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:21 | yes | 18 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:50 | yes | 20 | 8 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 19:13 | yes | 31 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:24 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:39 | yes | 20 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:24 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:30 | yes | 5 | 53 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:52 | yes | 15 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:56 | yes | 15 | 47 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:54 | yes | 8 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:53 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:00 | yes | 7 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:05 | yes | 15 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:57 | yes | 20 | 11 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 21:03 | yes | 32 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:09 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:51 | yes | 25 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:30 | yes | 5 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:29 | yes | 18 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:01 | yes | 19 | 117 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:42 | yes | 25 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:47 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:19 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:59 | yes | 19 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:37 | yes | 20 | 7 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 17:57 | yes | 43 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:47 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:07 | yes | 26 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:07 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:27 | yes | 8 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:56 | yes | 23 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:30 | yes | 18 | 83 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:26 | yes | 17 | 53 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:15 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:40 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:43 | yes | 4 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:54 | yes | 20 | 10 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 18:49 | yes | 18 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:59 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:26 | yes | 10 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:37 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:06 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:19 | yes | 14 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:48 | yes | 13 | 97 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:18 | yes | 5 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:30 | yes | 17 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:53 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:18 | yes | 15 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 21:01 | yes | 20 | 9 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 18:47 | yes | 28 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:12 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:56 | yes | 27 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:15 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:06 | yes | 9 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:43 | yes | 28 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:05 | yes | 27 | 108 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:16 | yes | 15 | 40 s |
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 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 Payments read as BILL Accounts Payable
Bill (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 (or BILL) read as BILL Accounts Payable
BlackLine Accounts Payable Automation read as BlackLine
Corpay read as Corpay Complete
Microsoft Dynamics 365 read as Microsoft Dynamics 365 Finance
Oracle Fusion Cloud Accounts Payable / Payables Agent read as Oracle Fusion Cloud Payables
QuickBooks Bill Pay read as QuickBooks
Ramp Bill Pay read as Ramp
SAP Ariba Buying and Invoicing read as SAP Ariba
SAP Ariba Invoice Management read as SAP Ariba
Unresolved, counted raw
Adeptia Automate
IBM AP Automation
OpenText VIM
Oracle Intelligent Invoice Automation
Oracle's native AP modules
Plouton AI
SAP S/4HANA + SAP Business Network / Ariba integration
SAP S4/HANA
SAP's Invoice Payment Manager
Zynstra
Discontinued, still offered
No shut-down product was recommended here.