Index › Finance › Accounting and close › Account reconciliation › Small business · September 2026 Edition
Account reconciliation for small business buyers
Asked as “account reconciliation software”, and as “bank reconciliation automation”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
39%
Contested · Xero 33%
39QuickBooks Online33Xero08Wave20others
39% 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 small 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 small business.
All twenty-eight head-to-head pages: the top eight products, each against each
FloQast vs Zoho BooksFloQast vs HighRadiusFloQast vs XeroFloQast vs Prophix OneNumeric vs Trintech AdraNumeric vs QuickBooks OnlineNumeric vs Zoho BooksNumeric vs HighRadiusNumeric vs XeroNumeric vs Prophix OneTrintech Adra vs QuickBooks OnlineTrintech Adra vs Zoho BooksTrintech Adra vs HighRadiusTrintech Adra vs XeroTrintech Adra vs Prophix OneQuickBooks Online vs Zoho BooksQuickBooks Online vs HighRadiusQuickBooks Online vs XeroQuickBooks Online vs Prophix OneZoho Books vs HighRadiusZoho Books vs XeroZoho Books vs Prophix OneHighRadius vs XeroHighRadius vs Prophix OneXero vs Prophix One
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% negative50%
Key
01QuickBooks Online39%
QuickBooks Online39%02Xero33%
Xero33%03Zoho Books8%
Zoho Books8%04Wave8%
Wave8%05Numeric4%
Numeric4%06FloQast2%
FloQast2%07Ramp0%
Ramp0%08BlackLine Transaction Matching0%
BlackLine Transaction Matching0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 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.
BlackLine Transaction Matching77%
23 of 30 labels negative · 10 of 12 models · 10 hard negative
“enterprise-grade software like BlackLine or Trintech Cadency will be a mismatch—they are overly complex, cost tens of thousands of dollars” Gemini 3.5 Flash, scale prompt
FloQast43%
12 of 28 labels negative · 5 of 12 models · 5 hard negative
“you should avoid standalone, enterprise-grade account reconciliation software (such as BlackLine, FloQast, or ReconArt)” Gemini 3.5 Flash, budget prompt
Trintech75%
6 of 8 labels negative · 5 of 12 models · 5 hard negative
“Avoid enterprise tools like BlackLine or Trintech unless you have multi-entity complexity” Perplexity Sonar, direct prompt
Microsoft Excel100%
5 of 5 labels negative · 5 of 12 models · 4 hard negative
“Pure spreadsheet‑only reconciliation tools (Excel/Google Sheets without safeguards) | • High manual‑entry error risk” GLM 4.7 FlashX, 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
65 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. 841 links across 210 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Numeric45 answers · 62 citations · 11 models
41 answers · 41 citations · 9 models
vendor site · HighRadius36 answers · 44 citations · 10 models
vendor site · Ramp36 answers · 36 citations · 11 models
vendor site · Prophix31 answers · 32 citations · 10 models
24 answers · 24 citations · 10 models
vendor site · Airwallex18 answers · 18 citations · 8 models
18 answers · 18 citations · 9 models
vendor site · Xero15 answers · 25 citations · 8 models
15 answers · 18 citations · 7 models
15 answers · 15 citations · 8 models
vendor site · Worldmetrics13 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.
44 answers · 11 models
41 answers · 9 models
35 answers · 11 models
31 answers · 10 models
26 answers · 9 models
24 answers · 10 models
18 answers · 9 models
16 answers · 8 models
15 answers · 8 models
13 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 “account reconciliation software”, “best account reconciliation software”, “reconciliation tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| QuickBooks quickbooks.ninja QuickBooks Online 39% | 39% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 33% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Zoho zoho.com Zoho Books 8% | 8% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Wave waveapps.com | 8% | 363 | 368,000 | 253,218 | 708,862 | 39 | ||
| Numeric numeric.io | 4% | 201 | 12,100 | 38,006 | 94,254 | $426 | 9 | 4 |
| ReconArt reconart.com | 2% | 47 | 110 | 0 | 384 | 17 | ||
| BILL bill.com | 2% | 374 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 | |
| Recifi | 2% | |||||||
| FloQast floqast.com | 2% | 389 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| Ramp ramp.com | 0% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | 6 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (highradius.com, numeric.io, ramp.com). The first result for “account reconciliation software” is highradius.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 account reconciliation software for a small B2B company?”Paraphrase“Which bank reconciliation automation would you recommend to a small business that sells to other businesses?”Comparative“What are the top reconciliation tools for a small team and how do they differ?”Budget-constrained“What is the best account reconciliation software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an account reconciliation software. What should we look at?”Negative“Which reconciliation tools should a small business avoid or be cautious about?”
Claude Haiku 4.5QuickBooks OnlineQuickBooks Online, XeroChangedCortex Workspace, QuickBooks Online, Xeroagainst: BlackLine Transaction MatchingQuickBooks Onlineno first choiceagainst: BlackLine Transaction Matching, Microsoft Excel, Oracle Account Reconciliation Cloud
Two alternatives
FloQast, XeroOne alternative
Doxis SpendControlThree alternatives
ReconArt, Xero, Zoho BooksGPT-5.4 miniXeroagainst: BlackLine Transaction Matching, TrintechXeroHeldQuickBooks Online, Xeroagainst: BlackLine Transaction MatchingRecifiagainst: BILL, Digitsno first choicenothing named
One alternative
FloQastOne alternative
QuickBooks OnlineThree alternatives
FloQast, Sage, Zoho BooksTwo alternatives
QuickBooks Online, XeroGemini 3.5 FlashNumericQuickBooks Online, XeroChangedagainst: BlackLine Transaction Matching, HighRadiusNumericagainst: BlackLine Transaction Matching, ReconArtZoho Booksagainst: BlackLine Transaction Matching, FloQast, QuickBooks Online, ReconArtFloQastagainst: BlackLine Transaction Matching, Trintech Cadencyagainst: BlackLine Transaction Matching, FloQast, Google Sheets, Microsoft Excel, Trintech, Workiva
Five alternatives
Airwallex, FloQast, QuickBooks Online, Ramp, XeroSix alternatives
Airwallex, BILL, Bill360, Paystand, RemitClear, UpflowFour alternatives
FloQast, QuickBooks Online, Reconwizz, XeroThree alternatives
Manager.io, Wave, XeroFive alternatives
Cortex Workspace, Numeric, QuickBooks Online, ReconArt, XeroPerplexity SonarQuickBooks Onlineagainst: BlackLine Transaction Matching, TrintechXeroChangedagainst: FloQastQuickBooks OnlineXerono first choiceagainst: BlackLine Transaction Matching, FloQast, Numeric, OneStream
Two alternatives
Numeric, XeroTwo alternatives
HighRadius, QuickBooks OnlineSix alternatives
Airwallex, BlackLine Transaction Matching, FloQast, Ramp, Xero, Zoho BooksTwo alternatives
QuickBooks Online, WaveGrok 4.20QuickBooks Onlineagainst: BlackLine Transaction Matching, FloQastXeroChangedagainst: BlackLine Transaction Matching, FloQastQuickBooks Online, Xeroagainst: FloQast, FreshBooksZoho Booksagainst: QuickBooks OnlineNumeric, QuickBooks Onlineagainst: BlackLine Transaction Matching, Excel/Google Sheets, FloQast, NCH Express Accounts, Oracle Account Reconciliation Cloud
Two alternatives
Xero, Zoho BooksTwo alternatives
Dext Prepare, QuickBooks OnlineTwo alternatives
Wave, Zoho BooksTwo alternatives
NCH Express Accounts, WaveMistral SmallQuickBooks Onlineagainst: BlackLine Transaction Matching, Sage IntacctQuickBooks Online, XeroChangedQuickBooks Online, XeroQuickBooks Onlineno first choicenothing named
Two alternatives
FloQast, RampTwo alternatives
NCH Express Accounts, XeroDeepSeek V4 FlashQuickBooks Online, Xeroagainst: VersapayQuickBooks Online, XeroHeldQuickBooks Online, XeroQuickBooks Online, Xeroagainst: BlackLine Transaction Matching, FloQast, ReconArtno first choiceagainst: BlackLine Transaction Matching, FloQast, Trintechagainst: BlackLine Transaction Matching, Flinks, FloQast, Google Sheets, Microsoft Excel, NCH Express Accounts, Plaid, Trintech, Wave
Three alternatives
Ramp, Reconciler, Zoho BooksTwo alternatives
Dost, LedgeTwo alternatives
FloQast, WaveTwo alternatives
NCH Express Accounts, Zoho BooksFour alternatives
Numeric, QuickBooks Online / Xero, Ramp, ReconcilerLlama 4 MaverickQuickBooks Onlineno first choiceChangedQuickBooks OnlineZoho Booksno first choicenothing named
Three alternatives
FloQast, Ramp, XeroFive alternatives
AccountEdge, NCH Express Accounts, QuickBooks Online, Ramp, XeroQwen 3.7 FlashReconArtagainst: BlackLine Transaction MatchingBILLChangedQuickBooks Online, XeroQuickBooks Online, Waveagainst: BlackLine Transaction Matching, Excel/Google Sheets, Numericno first choiceagainst: Google Sheets, Microsoft Excel, Oracle NetSuite, SAP S/4HANA
Four alternatives
Apica, Float, Intuit's built-in tools, ZeiioTwo alternatives
Dext Prepare, TriplebyteTwo alternatives
Aico, FloQastOne alternative
XeroKimi K2QuickBooks Online, Xeroagainst: HighRadiusXeroChangedQuickBooks Online, XeroWaveagainst: Xerono first choiceagainst: Cointab, QuickBooks Online
Two alternatives
Reconciler, UpflowOne alternative
QuickBooks OnlineFour alternatives
BlackLine Transaction Matching, FloQast AutoRec Lite, Ramp, ReconcilerThree alternatives
QuickBooks Online, Ramp, Zoho BooksGLM 4.7 FlashXQuickBooks Online, Xeroagainst: BlackLine Transaction MatchingXeroChangedQuickBooks OnlineWaveagainst: NCH Express Accountsno first choiceagainst: Google Sheets, Microsoft Excel, QuickBooks Online, Wave
Three alternatives
FloQast, Numeric, ReconcilerThree alternatives
Ledge, QuickBooks Online, RilletFive alternatives
FloQast, Numeric, Ramp, ReconArt, Sage IntacctThree alternatives
QuickBooks Online, Xero, Zoho BooksMiniMax M2.5QuickBooks Online, XeroQuickBooks OnlineChangedFreshBooks, QuickBooks Online, Xeroagainst: BlackLine Transaction MatchingWave, Zoho Booksno first choiceagainst: AutoRek, BlackLine Transaction Matching, FloQast, OneStream, Trintech
Two alternatives
HighRadius, ReconArtTwo alternatives
Versapay, XeroTwo alternatives
ReconArt, Zoho BooksTwo alternatives
QuickBooks Online, 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 19:38 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:29 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:37 | yes | 20 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:08 | yes | 15 | 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 19:04 | yes | 26 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:02 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:34 | yes | 18 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:51 | yes | 6 | 5 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:37 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:13 | yes | 11 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:13 | yes | 30 | 163 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:07 | yes | 5 | 9 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:30 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:26 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:18 | yes | 17 | 52 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:22 | yes | 17 | 6 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 20:44 | yes | 31 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:16 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:20 | yes | 19 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:29 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:54 | yes | 9 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:20 | yes | 20 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:46 | yes | 16 | 93 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:28 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:23 | yes | 6 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:07 | yes | 20 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:57 | yes | 20 | 6 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 18:54 | yes | 26 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:31 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:16 | yes | 19 | 17 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:35 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:31 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:11 | yes | 8 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:51 | yes | 6 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:27 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:30 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:38 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:18 | yes | 15 | 46 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:52 | 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 19:51 | yes | 31 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:11 | yes | 8 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:28 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | yes | 8 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:27 | yes | 7 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:23 | yes | 12 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:56 | yes | 10 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:43 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:33 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:02 | yes | 11 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:38 | yes | 20 | 7 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 20:57 | yes | 12 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:54 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:33 | yes | 11 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:39 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:14 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:46 | yes | 9 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:13 | yes | 13 | 91 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:12 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:49 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:07 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:15 | yes | 16 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:12 | yes | 20 | 7 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 18:48 | yes | 36 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:19 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:26 | yes | 28 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:33 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:31 | yes | 5 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:23 | yes | 25 | 47 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:21 | yes | 13 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:38 | yes | 10 | 19 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 AP/AR read as BILL
Bill.com read as BILL
BlackLine read as BlackLine Transaction Matching
BlackLine Essentials read as BlackLine Transaction Matching
Blackline (Standard/Team Edition) read as BlackLine Transaction Matching
Dext read as Dext Prepare
Excel read as Microsoft Excel
Oracle read as Oracle Account Reconciliation Cloud
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Prophix read as Prophix One
QuickBooks read as QuickBooks Online
QuickBooks Online - Simple Start read as QuickBooks Online
Wave Accounting read as Wave
Zoho read as Zoho Books
Unresolved, counted raw
Ambill
Apica
Cointab
Dost
Flinks
FloQast AutoRec Lite
GSI / F6S AI financial close
Intuit's built-in tools
JAX
Recifi
Reconwizz
Transaction Pro
Triplebyte
Vendasta
Zeiio
Discontinued, still offered
No shut-down product was recommended here.