Accounts payable automation
Asked as “accounts payable automation software”, and as “invoice processing automation”, on behalf of a mid-market B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
19%
Contested · Melio 19%
19BILL Accounts Payable19Melio19Stampli44others
19% of first choices, contested.
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 mid-market 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.
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Stampli19%
Stampli19%02BILL Accounts Payable19%
BILL Accounts Payable19%03Melio19%
Melio19%04Ramp16%
Ramp16%05AvidXchange12%
AvidXchange12%06Tipalti7%
Tipalti7%07Medius5%
Medius5%08Coupa0%
Coupa0%09Airbase0%
Airbase0%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Kimi K2, 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 Payable23%
12 of 52 labels negative · 8 of 12 models · 2 hard negative
“Verdict: Avoid if you have complex approval workflows, rely on tight cash flow, or have a low tolerance for support friction.” DeepSeek V4 Flash, negative prompt
AvidXchange16%
6 of 38 labels negative · 6 of 12 models · 4 hard negative
“AP) automation tools you should approach with caution, along with the primary reasons why users often recommend avoiding them. ### 1. AvidXchange” Qwen 3.7 Flash, negative prompt
Tipalti11%
5 of 44 labels negative · 4 of 12 models · 2 hard negative
“This is a cash-flow killer and was a major downfall for tools like Tipalti and Airbase.” Qwen 3.7 Flash, negative prompt
Ramp10%
4 of 42 labels negative · 4 of 12 models · 1 hard negative
“Verdict: Avoid if AP automation is your primary need.” DeepSeek V4 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
66 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. 887 links across 210 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Ramp37 answers · 56 citations · 12 models
vendor site · Medius25 answers · 26 citations · 11 models
vendor site · HighRadius24 answers · 31 citations · 11 models
vendor site · G223 answers · 24 citations · 10 models
vendor site · Stampli20 answers · 34 citations · 10 models
17 answers · 17 citations · 9 models
vendor site · G216 answers · 38 citations · 8 models
16 answers · 18 citations · 9 models
15 answers · 15 citations · 8 models
vendor site · Corpay14 answers · 18 citations · 7 models
vendor site · BILL14 answers · 16 citations · 8 models
vendor site · Tipalti14 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.
22 answers · 9 models
17 answers · 9 models
16 answers · 10 models
16 answers · 9 models
14 answers · 9 models
13 answers · 8 models
10 answers · 7 models
10 answers · 10 models
9 answers · 9 models
9 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “accounts payable automation software”, “ap automation tools”, “best accounts payable automation software”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Stampli stampli.com | 19% | 194 | 18,100 | 68 | 26,332 | $39 | 53 | 1 |
| BILL bill.com BILL Accounts Payable 19% | 19% | 150 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Melio melio.com | 19% | 281 | 33,100 | 492 | 36,039 | $1,429 | 60 | |
| Ramp ramp.com | 16% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| AvidXchange avidxchange.com | 12% | 147 | 27,100 | 398 | 51,937 | $788 | 27 | 7 |
| Tipalti tipalti.com | 7% | 490 | 18,100 | 381 | 213,652 | $83,363 | 120 | 6 |
| Medius medius.com | 5% | 117 | 2,900 | 2,183 | 43,385 | $6,291 | 30 | 5 |
| MineralTree mineraltree.com | 2% | 15 | 1,300 | 4 | 15,195 | 18 | ||
| Procurify procurify.com | 2% | 278 | 4,400 | 43 | 62,225 | $282 | 14 | |
| Coupa coupa.com | 0% | 637 | 60,500 | 1,210 | 41,319 | $339 | 91 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (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 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, MineralTreeRampChangedTipaltiMelio, Rampno first choicenothing named
Five alternatives
Airbase, Oracle NetSuite, Quadient AP, Ramp, StampliFour alternatives
Quadient AP, Rillion, Stampli, TipaltiFour alternatives
BILL Accounts Payable, Oracle NetSuite, Sage Intacct, YoozOne alternative
Zoho BooksGPT-5.4 miniStampliStampliHeldno first choiceMelioagainst: Rampno first choicenothing named
Three alternatives
BILL Accounts Payable, Ramp, TipaltiFour alternatives
BILL Accounts Payable, Serrala Alevate AP, Softco, TipaltiSeven alternatives
BILL Accounts Payable, Brex, Ramp, SAP Concur, Sage Intacct, Stampli, TipaltiOne alternative
BILL Accounts PayableGemini 3.5 FlashStampliagainst: BILL Accounts Payable, Coupa, Melio, QuickBooks, SAP ConcurStampliHeldno first choiceRampagainst: Tipaltino first choiceagainst: BILL Accounts Payableagainst: AvidXchange, BILL Accounts Payable, Tipalti
Four alternatives
Airbase, AvidXchange, Ramp, TipaltiFour alternatives
Airbase, BILL Accounts Payable, Ramp, TipaltiSeven alternatives
Airbase, AvidXchange, BILL Accounts Payable, Melio, Ramp, Stampli, TipaltiFour alternatives
ApprovalMax, Melio, QuickBooks, XeroPerplexity SonarTipaltiBILL Accounts PayableChangedno first choiceMelioagainst: BILL Accounts Payableno first choicenothing named
Two alternatives
AvidXchange, StampliFour alternatives
AvidXchange, Medius, Rillion, TipaltiSeven alternatives
AvidXchange, BILL Accounts Payable, Coupa, Ramp, SAP Concur, Stampli, TipaltiOne alternative
RampGrok 4.20BILL Accounts PayableBILL Accounts PayableHeldno first choiceMelioagainst: BILL Accounts Payableno first choiceagainst: AvidXchange, BILL Accounts Payable, Ramp, Tipalti
Three alternatives
AvidXchange, Stampli, TipaltiThree alternatives
AvidXchange, Ramp, StampliSeven alternatives
AvidXchange, BILL Accounts Payable, Medius, Ramp, SAP Concur, Stampli, TipaltiTwo alternatives
QuickBooks, RampMistral SmallTipaltiAvidXchange, BILL Accounts PayableChangedAvidXchange, RampMelio, Rampno first choicenothing named
Three alternatives
AvidXchange, BILL Accounts Payable, StampliTwo alternatives
MineralTree, StampliSeven alternatives
BILL Accounts Payable, Coupa, DOKKA, SAP Concur Invoice, Stampli, Tipalti, YoozTwo alternatives
QuickBooks, XeroDeepSeek V4 FlashStampli, TipaltiStampliChangedno first choiceMeliono first choiceagainst: Corpay Complete, HighRadiusagainst: AvidXchange, BILL Accounts Payable, Hyperscience, Nanonets, Quadient AP, Ramp, Tipalti
Four alternatives
AvidXchange, BILL Accounts Payable, Precoro, ProcurifyFour alternatives
AvidXchange, BILL Accounts Payable, Ramp, TipaltiEight alternatives
Airbase, AvidXchange, BILL Accounts Payable, Coupa, Ramp, SAP Concur Invoice, Stampli, TipaltiFive alternatives
ApprovalMax, QuickBooks, Ramp, Tailride, XeroLlama 4 MaverickMediusMediusHeldRampno first choiceno first choicenothing named
Three alternatives
AvidXchange, Stampli, TipaltiTwo alternatives
Invoiced, PerkOne alternative
TipaltiQwen 3.7 FlashBILL Accounts PayableBILL Accounts PayableHeldno first choiceRampagainst: BILL Accounts Payableno first choiceagainst: Airbase, AvidXchange, BILL Accounts Payable, Tipalti
Three alternatives
AvidXchange, Medius, TipaltiThree alternatives
AvidXchange, Basware, TipaltiOne alternative
MelioKimi K2AvidXchangeStampliChangedno first choiceRampno first choiceagainst: AvidXchange, BILL Accounts Payable, MineralTree
Four alternatives
BILL Accounts Payable, MineralTree, Stampli, TipaltiFour alternatives
BILL Accounts Payable, MineralTree, Ramp, TipaltiTwo alternatives
Melio, QuickBooksGLM 4.7 FlashXAvidXchangeAvidXchange, BILL Accounts Payable, StampliChangedRampMelio, Rampno first choiceagainst: Airbase, AvidXchange, BILL Accounts Payable, Quadient AP, Ramp
Five alternatives
BILL Accounts Payable, Ramp, Stampli, SutiAP, TipaltiFour alternatives
Medius, Ramp, Rossum, TipaltiNine alternatives
AvidXchange, BILL Accounts Payable, Brex, Medius, Melio, SAP Concur Invoice, Sage Intacct, Stampli, TipaltiThree alternatives
BILL Accounts Payable, Tipalti, Zoho BooksMiniMax M2.5ProcurifyBILL Accounts PayableChangedno first choiceMeliono first choiceagainst: BILL Accounts Payable
Four alternatives
AvidXchange, Medius, Stampli, TipaltiOne alternative
AvidXchangeSix alternatives
BILL Accounts Payable, Medius, Ramp, SAP Concur Invoice, Stampli, TipaltiThree alternatives
BILL Accounts Payable, Ramp, XeroBold 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 20:11 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:05 | yes | 4 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:32 | yes | 15 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:25 | 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 20:22 | yes | 31 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:53 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:35 | yes | 23 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:55 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:51 | yes | 15 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:24 | yes | 10 | 72 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:19 | yes | 9 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:07 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:24 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:53 | yes | 18 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:33 | 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 19:13 | yes | 27 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:50 | yes | 8 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:01 | yes | 20 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:04 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:37 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:40 | yes | 15 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:04 | yes | 14 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:38 | yes | 10 | 37 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:56 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:22 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:19 | yes | 20 | 57 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:14 | yes | 20 | 9 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 20:23 | yes | 24 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:46 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:45 | yes | 19 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:41 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:55 | yes | 8 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:55 | yes | 5 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:57 | yes | 8 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:09 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:46 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:42 | yes | 16 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:43 | yes | 20 | 6 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 18:22 | yes | 31 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:46 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:54 | yes | 9 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:48 | yes | 9 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:12 | yes | 9 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:46 | yes | 17 | 102 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:59 | yes | 5 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:10 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:12 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:18 | yes | 13 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:41 | yes | 20 | 9 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 20:12 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:32 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:20 | yes | 9 | 16 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:55 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:14 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:19 | yes | 15 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:30 | yes | 10 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:55 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:25 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:01 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:32 | yes | 23 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:51 | yes | 20 | 8 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 17:53 | yes | 43 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:56 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:59 | yes | 28 | 86 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:36 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:00 | yes | 10 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:04 | yes | 30 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:59 | yes | 23 | 121 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:56 | yes | 14 | 22 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.
ShowHide
Claude Haiku 4.5
2 of 4 flipped
GPT-5.4 mini
1 of 3 flipped
Gemini 3.5 Flash
2 of 4 flipped
Perplexity Sonar
1 of 3 flipped
Grok 4.20
4 of 5 flipped
Mistral Small
1 of 4 flipped
DeepSeek V4 Flash
5 of 5 flipped
Llama 4 Maverick
4 of 4 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
3 of 3 flipped
GLM 4.7 FlashX
3 of 4 flipped
MiniMax M2.5
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.
ShowHide
Category-scoped readings
BILL read as BILL Accounts Payable
BILL (Alt) read as BILL Accounts Payable
BILL (Bill.com) read as BILL Accounts Payable
BILL (formerly Bill.com) read as BILL Accounts Payable
BILL (formerly FreshBooks) read as BILL Accounts Payable
BILL AP 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
Corpay read as Corpay Complete
NetSuite read as Oracle NetSuite
Quadient read as Quadient AP
Quadient (Beanworks) read as Quadient AP
Quadient (formerly Beanworks) read as Quadient AP
QuickBooks Bill Pay read as QuickBooks
Ramp Bill Pay read as Ramp
Unresolved, counted raw
DigiParser
Docparser
Hyperscience
Oracle AP Automation
Serrala Alevate AP
Discontinued, still offered
No shut-down product was recommended here.