Index › Finance › Spend and procurement › Accounts payable automat › Small business · September 2026 Edition
Accounts payable automation for small business buyers
Asked as “accounts payable automation software”, and as “invoice processing automation”, on behalf of a small B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
41%
Clear leader
41BILL Accounts Payable27Ramp20Melio11others
41% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 small business.
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
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01BILL Accounts Payable41%
BILL Accounts Payable41%02Ramp27%
Ramp27%03Melio20%
Melio20%04QuickBooks7%
QuickBooks7%05Plooto0%
Plooto0%06Stampli0%
Stampli0%07Tipalti0%
Tipalti0%08Coupa0%
Coupa0%What they warned about
Seven of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
BILL Accounts Payable21%
13 of 62 labels negative · 9 of 12 models
“BILL (formerly Bill.com) is actually a top recommendation for small businesses, but it has specific red flags to watch out for regarding integration.” GLM 4.7 FlashX, negative prompt
Basware100%
7 of 7 labels negative · 7 of 12 models · 6 hard negative
“Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... Why Avoid: A small business ... will find the learning curve prohibitive” GLM 4.7 FlashX, negative prompt
SAP Concur89%
8 of 9 labels negative · 7 of 12 models · 6 hard negative
“Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... they are generally wildly oversized for a small business.” GLM 4.7 FlashX, negative prompt
Coupa80%
8 of 10 labels negative · 7 of 12 models · 5 hard negative
“Coupa is a comprehensive spend management platform. For a small business, it offers far more feature bloat than needed” Qwen 3.7 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
68 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. 903 links across 213 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Ramp41 answers · 64 citations · 12 models
29 answers · 29 citations · 10 models
vendor site · ApprovalMax28 answers · 29 citations · 10 models
23 answers · 29 citations · 9 models
vendor site · Tipalti22 answers · 23 citations · 10 models
vendor site · BILL20 answers · 22 citations · 9 models
vendor site · MakersHub19 answers · 26 citations · 9 models
vendor site · G218 answers · 29 citations · 10 models
vendor site · Medius17 answers · 18 citations · 7 models
vendor site · HighRadius14 answers · 18 citations · 10 models
vendor site · Invoice Fly14 answers · 15 citations · 8 models
14 answers · 14 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.
28 answers · 9 models
27 answers · 10 models
21 answers · 10 models
19 answers · 8 models
17 answers · 10 models
14 answers · 8 models
13 answers · 7 models
13 answers · 9 models
12 answers · 7 models
12 answers · 9 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 41% | 41% | 150 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Ramp ramp.com | 27% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| Melio melio.com | 20% | 281 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| QuickBooks quickbooks.ninja | 7% | 288 | 1,000,000 | 54,681 | 253 | |||
| Zoho zoho.com Zoho Books 2% | 2% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Rho rho.co | 2% | 152 | 74,000 | 7,366 | 182,562 | $416 | 2 | |
| Plooto plooto.com | 0% | 45 | 1,000 | 26 | 17,578 | 0 | ||
| Xero xero.com | 0% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| ApprovalMax approvalmax.com | 0% | 7 | 1,300 | 10 | 1,603 | $144 | 16 | 8 |
| Stampli stampli.com | 0% | 194 | 18,100 | 68 | 26,332 | $39 | 53 | 1 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (blog.approvalmax.com, makershub.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 a small B2B company?”Paraphrase“Which invoice processing automation would you recommend to a small business that sells to other businesses?”Comparative“What are the top AP automation tools for a small team and how do they differ?”Budget-constrained“What is the best accounts payable automation software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an accounts payable automation software. What should we look at?”Negative“Which AP automation tools should a small business avoid or be cautious about?”
Claude Haiku 4.5BILL Accounts Payable, RampRhoChangedagainst: StampliBILL Accounts Payable, RampRampno first choicenothing named
Three alternatives
Airbase, MineralTree, StampliThree alternatives
BILL Accounts Payable, Melio, TipaltiTwo alternatives
Melio, TipaltiOne alternative
MelioGPT-5.4 miniBILL Accounts Payableagainst: TipaltiBILL Accounts PayableHeldBILL Accounts Payableagainst: Coupa, TipaltiMelio, Zoho Booksagainst: BILL Accounts Payable, Rampno first choiceagainst: ADP, SAP Concur, Softco
Three alternatives
ApprovalMax, Melio, RampFive alternatives
Billtrust, Invoiced, Melio, Paystand, PlootoThree alternatives
Airbase, Melio, RampGemini 3.5 FlashMelioMelioHeldMelioRampagainst: Stampli, TipaltiRampagainst: AvidXchange, BILL Accounts Payable, Coupa, HighRadius, Melio, SAP Concur, Tipalti
Four alternatives
BILL Accounts Payable, MakersHub, Ramp, TipaltiFour alternatives
BILL Accounts Payable, Plooto, Ramp, UpflowFour alternatives
ApprovalMax, BILL Accounts Payable, MakersHub, RampThree alternatives
BILL Accounts Payable, MakersHub, MelioTwo alternatives
BILL Accounts Payable, MelioPerplexity SonarBILL Accounts Payableagainst: TipaltiBILL Accounts PayableHeldRampagainst: TipaltiMelioagainst: BILL Accounts Payableno first choiceagainst: Coupa, HighRadius, Medius, Sage Intacct
Two alternatives
Melio, RampThree alternatives
Invoice Fly, QuickBooks, XeroThree alternatives
BILL Accounts Payable, Melio, StampliThree alternatives
QuickBooks, Ramp, XeroGrok 4.20BILL Accounts Payableagainst: SAP ConcurQuickBooksChangedagainst: BILL Accounts PayableBILL Accounts Payableagainst: AvidXchange, Stampli, TipaltiMelio, Rampagainst: AvidXchange, BILL Accounts Payable, QuickBooks + add-ons, Stamplino first choiceagainst: AvidXchange, BILL Accounts Payable, Basware, Coupa, HighRadius, Ramp, SAP Concur
Two alternatives
Melio, RampThree alternatives
FreshBooks, Xero, Zoho InvoiceThree alternatives
Melio, Plooto, RampMistral SmallBILL Accounts PayableBILL Accounts PayableHeldBILL Accounts PayableMeliono first choiceagainst: Sage Intacctagainst: Basware, Ramp, SAP Concur
One alternative
RampTwo alternatives
Invoiced, QuickBooksFour alternatives
ApprovalMax, Melio, Plooto, RampTwo alternatives
QuickBooks, XeroDeepSeek V4 FlashBILL Accounts Payableagainst: TipaltiBILL Accounts PayableHeldBILL Accounts Payable, Rampagainst: TipaltiMeliono first choiceagainst: AvidXchange, BILL Accounts Payable, Basware, Coupa, Medius, SAP Concur, Tipalti
Two alternatives
Melio, RampFour alternatives
Melio, QuickBooks, Ramp, Zoho BooksTwo alternatives
Melio, StampliFour alternatives
BILL Accounts Payable, Plooto, QuickBooks, RampLlama 4 MaverickBILL Accounts PayableBILL Accounts PayableHeldRampno first choiceno first choiceagainst: BILL Accounts Payable, Ramp, SutiAP, Tipalti
Three alternatives
DocuClipper, Fueler, RampTwo alternatives
AvidXchange, MediusThree alternatives
BILL Accounts Payable, Melio, TipaltiQwen 3.7 FlashBILL Accounts Payable, RampQuickBooksChangedRampRampagainst: BILL Accounts Payableno first choiceagainst: Coupa, SAP Aribaagainst: BILL Accounts Payable, Basware, Coupa, HighRadius, Melio, Oracle NetSuite, SAP Ariba, Sage Intacct
One alternative
FuelerTwo alternatives
BILL Accounts Payable, Invoice FlyThree alternatives
BILL Accounts Payable, Melio, StampliOne alternative
MelioKimi K2BILL Accounts PayableBILL Accounts PayableHeldagainst: WaveRampMelio, Rampagainst: BILL Accounts Payableno first choiceagainst: BILL Accounts Payable, Basware, Coupa, HighRadius, Medius, SAP
Three alternatives
Melio, Ramp, TipaltiTwo alternatives
FreshBooks, QuickBooksFour alternatives
ApprovalMax, BILL Accounts Payable, Melio, PlootoTwo alternatives
QuickBooks, XeroGLM 4.7 FlashXRampBILL Accounts PayableChangedMelio, RampRampno first choiceagainst: BILL Accounts Payable, Basware, Melio, Oracle NetSuite, Ramp, SAP Concur, Tipalti
Four alternatives
BILL Accounts Payable, Melio, Stampli, TipaltiOne alternative
RampFive alternatives
ApprovalMax, AvidXchange, BILL Accounts Payable, Stampli, TipaltiThree alternatives
Invoice Fly, Melio, Zoho BooksMiniMax M2.5BILL Accounts Payable, RampBILL Accounts Payable, QuickBooksChangedBILL Accounts Payable, RampMelio, Rampno first choiceagainst: Basware, SAP Concur
Three alternatives
Melio, Plooto, StampliThree alternatives
Chargebee, Ramp, Zoho InvoiceFour alternatives
Airbase, Melio, Stampli, TipaltiThree alternatives
BILL Accounts Payable, QuickBooks, 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.
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 20:35 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:57 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:03 | yes | 8 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:14 | yes | 20 | 5 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 20:43 | yes | 27 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:54 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:51 | yes | 8 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:30 | yes | 5 | 59 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:58 | yes | 10 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:44 | yes | 14 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:08 | yes | 13 | 47 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:59 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:32 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:52 | yes | 10 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:54 | yes | 20 | 5 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 18:06 | yes | 41 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:30 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:05 | yes | 23 | 60 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:07 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:36 | yes | 18 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:03 | yes | 10 | 99 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:44 | yes | 9 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:14 | yes | 13 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:02 | yes | 6 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:10 | yes | 9 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:03 | yes | 18 | 8 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 18:57 | yes | 24 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:47 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:23 | yes | 12 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:53 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:05 | yes | 10 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:30 | yes | 14 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:05 | yes | 14 | 135 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:58 | yes | 5 | 51 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:03 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:25 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:13 | yes | 19 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:41 | yes | 20 | 5 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 18:08 | yes | 27 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:47 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:40 | yes | 8 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:16 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:15 | yes | 9 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:01 | yes | 8 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:57 | yes | 23 | 118 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:50 | yes | 8 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:49 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:48 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 11 | 56 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:17 | yes | 20 | 8 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 18:10 | yes | 12 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:30 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:35 | yes | 19 | 79 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:00 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:58 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:06 | yes | 9 | 74 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:57 | yes | 15 | 184 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:57 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:33 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:14 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:09 | yes | 29 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:50 | yes | 20 | 4 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 19:37 | yes | 41 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:57 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:19 | yes | 28 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:02 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:04 | yes | 15 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:51 | yes | 24 | 73 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:28 | yes | 28 | 124 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:16 | yes | 23 | 35 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 / Bill.com read as BILL Accounts Payable
BILL AP & AR 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 One read as Corpay Complete
Dext read as Dext Prepare
QuickBooks Bill Pay read as QuickBooks
QuickBooks Online read as QuickBooks
QuickBooks Online (with Advanced or Enterprise plans) read as QuickBooks
Ramp Bill Pay read as Ramp
Unresolved, counted raw
Apptivo / Odoo
Checkflo
Checkrun
Ken from Finance
Discontinued, still offered
No shut-down product was recommended here.