Account reconciliation for small business buyers
Asked as “account reconciliation software”, and as “bank reconciliation automation”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
49%
Clear leader
49QuickBooks Online23Xero09Wave19others
49% of first choices, clear leader.
Since September 2026▲+11Since September 2026: 39% → 50%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.QuickBooks Online held the lead, +11 points on 39%, past the 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
QuickBooks Online49%Clear leader▲+11Since September 2026: 39% → 50%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-market
FloQast33%Contested▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
BlackLine63%Clear leader▲+7Since September 2026: 61% → 67%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
QuickBooks Online49%Clear leader▲+11Since September 2026: 39% → 50%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageMid-marketFloQast33%Contested▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseBlackLine63%Clear leader▲+7Since September 2026: 61% → 67%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01QuickBooks Online49%6%71endorsed leader▲+11Since September 2026: 39% → 50%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.39% → 50%
QuickBooks Online49%6%71endorsed leader▲+11Since September 2026: 39% → 50%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.39% → 50%02
Xero23%5%63accepted challenger▼−7Since September 2026: 33% → 26%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.33% → 26%
Xero23%5%63accepted challenger▼−7Since September 2026: 33% → 26%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.33% → 26%03
Wave9%0%12accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 8%
Wave9%0%12accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 8%04
Numeric5%5%20accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%
Numeric5%5%20accepted challenger=heldSince September 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 4%05
Zoho Books4%5%21accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 2%
Zoho Books4%5%21accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 2%06FloQast4%37%35criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 4%
FloQast4%37%35criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 4%07NCH Express Accounts2%21%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Show the three products at 0%, ordered by negative rate
10BlackLine0%85%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
BlackLine0%85%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09
ReconArt0%30%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
ReconArt0%30%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%08
Sage Intacct0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Sage Intacct0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
FloQast vs QuickBooks OnlineFloQast vs XeroFloQast vs Sage IntacctFloQast vs ReconArtTrintech Adra vs NumericTrintech Adra vs Zoho BooksTrintech Adra vs QuickBooks OnlineTrintech Adra vs XeroTrintech Adra vs Sage IntacctTrintech Adra vs ReconArtNumeric vs Zoho BooksNumeric vs QuickBooks OnlineNumeric vs XeroNumeric vs Sage IntacctNumeric vs ReconArtZoho Books vs QuickBooks OnlineZoho Books vs XeroZoho Books vs Sage IntacctZoho Books vs ReconArtQuickBooks Online vs XeroQuickBooks Online vs Sage IntacctQuickBooks Online vs ReconArtXero vs Sage IntacctXero vs ReconArtSage Intacct vs ReconArt
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 →
010203040506N07
080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01QuickBooks Online49%
QuickBooks Online49%02Xero23%
Xero23%03Wave9%
Wave9%04Numeric5%
Numeric5%05Zoho Books4%
Zoho Books4%06FloQast4%
FloQast4%07NCH Express Accounts2%
08Sage Intacct0%
Sage Intacct0%09ReconArt0%
ReconArt0%10BlackLine0%
BlackLine0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GPT-6 Luna 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.
BlackLine85%
23 of 27 labels negative · 12 of 14 models · 13 hard negative
“**Overly complex enterprise systems** like NetSuite or BlackLine-style platforms, unless the business has advanced consolidation or high-volume reconciliation needs” Perplexity Sonar, negative prompt
FloQast37%
13 of 35 labels negative · 9 of 14 models · 3 hard negative
“**Avoid for now**: Enterprise tools like BlackLine/FloQast (too pricey, complex)” Grok 4.1 Fast, paraphrase prompt
Trintech88%
7 of 8 labels negative · 5 of 14 models · 5 hard negative
“What to Avoid (for Small B2B)... **Trintech/Adra** \u2013 Better suited for high-volume, complex mid-market scenarios” Kimi K2, direct prompt
Oracle NetSuite57%
4 of 7 labels negative · 4 of 14 models · 4 hard negative
“**Overly complex enterprise systems** like NetSuite or BlackLine-style platforms, unless the business has advanced consolidation or high-volume reconciliation needs” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1096 links across 204 sites, every framing counted. Ranked by the number of answers carrying the site or page. 4 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 · Numeric56 answers · 74 citations · 13 models
vendor site · Ramp47 answers · 48 citations · 12 models
vendor site · Prophix42 answers · 45 citations · 11 models
40 answers · 42 citations · 12 models
vendor site · HighRadius36 answers · 56 citations · 12 models
36 answers · 36 citations · 10 models
vendor site · Xero27 answers · 46 citations · 12 models
26 answers · 37 citations · 12 models
26 answers · 27 citations · 11 models
vendor site · Klippa26 answers · 26 citations · 11 models
18 answers · 25 citations · 10 models
vendor site · Sourceforge18 answers · 19 citations · 7 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.
50 answers · 12 models
46 answers · 12 models
40 answers · 11 models
39 answers · 12 models
36 answers · 10 models
26 answers · 11 models
25 answers · 11 models
19 answers · 7 models
17 answers · 11 models
16 answers · 11 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 49% | 49% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 23% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Wave waveapps.com | 9% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| Numeric numeric.io | 5% | 218 | 12,100 | 38,006 | 94,254 | $426 | 9 | 4 |
| Zoho zoho.com Zoho Books 4% | 4% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| FloQast floqast.com | 4% | 377 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| BILL bill.com | 4% | 444 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 | |
| NCH Express Accounts | 2% | 90 | 5 | |||||
| QuickBooks Online Reconciliation | 2% | |||||||
| FreshBooks freshbooks.com | 0% | 330 | 40,500 | 389 | 305,801 | $221 | 113 |
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 4.5FloQastQuickBooks Online, XeroChangedQuickBooks Online, XeroQuickBooks Onlineno first choiceagainst: BlackLine, FloQast, OneStream, Oracle Account Reconciliation Cloud, QuickBooks Online, Sage Intacct, Trintech Cadency
Three alternatives
Cortex Workspace, QuickBooks Online, XeroTwo alternatives
FloQast, ReconArtTwo alternatives
FloQast, Trintech AdraTwo alternatives
Xero, Zoho BooksGPT-5.4 miniQuickBooks Online, Xeroagainst: StrivenXeroChangedQuickBooks Online, XeroQuickBooks Onlineagainst: SmartConcilno first choiceagainst: FloQast
One alternative
ClearingOne alternative
QuickBooks OnlineFour alternatives
AutoEntry, Expensify, Sage 50, Zoho ExpenseTwo alternatives
Inbox Ledger, XeroGemini 3.5 FlashQuickBooks Online, Xeroagainst: BlackLine, Trintech CadencyXeroChangedFloQast, Numericagainst: BlackLine, TrintechQuickBooks Online, Xeroagainst: BlackLine, FloQast, TrintechNumericagainst: BlackLine, Trintech Cadencyagainst: BlackLine, FloQast, Google Sheets, Gresham Tech, HighRadius, Microsoft Excel, Trintech
Four alternatives
FloQast, Ledge, Numeric, ReconArtSeven alternatives
Airwallex, BILL, Bill360, Lunos AI, Plooto, QuickBooks Online, UpflowFour alternatives
Airwallex, QuickBooks Online, Ramp, XeroThree alternatives
Airwallex, ReconArt, WaveFour alternatives
Blue Onion, Bookkeep, FloQast, LedgePerplexity SonarQuickBooks Onlineagainst: FloQastQuickBooks OnlineHeldagainst: NCH Express AccountsQuickBooks Online, Xeroagainst: Excel/Google Sheets, NCH Express AccountsNCH Express Accounts, QuickBooks Onlineno first choiceagainst: BlackLine, Oracle NetSuite, Xero
One alternative
Trintech AdraOne alternative
XeroTwo alternatives
DOKKA, FloQastTwo alternatives
Xero, Zoho BooksGrok 4.1 FastQuickBooks Onlineagainst: FloQast, ReconArtQuickBooks OnlineHeldagainst: Bench, BlackLine, FloQast, PilotQuickBooks Online, Xeroagainst: BlackLine, FloQast, Reconcile.lyWaveagainst: Xero, Zoho Booksno first choiceagainst: QuickBooks Online, Xeroagainst: BlackLine, Excel/Google Sheets, Oracle NetSuite Reconciliation, Prophix One, QuickBooks Desktop, SAP Reconciliation, Trintech
Three alternatives
FreshBooks, Xero, Zoho BooksOne alternative
XeroThree alternatives
FreshBooks, Wave, Zoho BooksTwo alternatives
NCH Express Accounts, QuickBooks OnlineMistral SmallQuickBooks OnlineQuickBooks OnlineHeldagainst: FreshBooksQuickBooks Online, XeroQuickBooks Onlineno first choiceagainst: NCH Express Accounts
Two alternatives
Numeric, Prophix OneOne alternative
XeroTwo alternatives
FloQast, Sage IntacctThree alternatives
FreshBooks, Wave, XeroDeepSeek V4 FlashQuickBooks Onlineagainst: FloQast, Numeric, RampXeroChangedQuickBooks Online, Xeroagainst: BlackLine, ReconArtXeroQuickBooks Onlineagainst: BlackLine, FloQast, OneStream, QuickBooks Online's Built-In Reconciliation, SolveXia, Trintech
Three alternatives
Wave, Xero, Zoho BooksOne alternative
QuickBooks OnlineTwo alternatives
FloQast, Zoho BooksTwo alternatives
NCH Express Accounts, QuickBooks OnlineFour alternatives
FloQast, Numeric, Sage Intacct, XeroLlama 4 Maverickno first choiceQuickBooks Online, XeroChangedno first choiceagainst: BlackLineQuickBooks OnlineFloQastnothing named
One alternative
QuickBooks OnlineThree alternatives
Numeric, Prophix One, RampTwo alternatives
Numeric, Trintech AdraQwen 3.7 FlashBILLagainst: BlackLineBILL, QuickBooks OnlineChangedQuickBooks Onlineagainst: Excel with Microsoft CopilotZoho Booksagainst: BlackLine, FloQastno first choiceagainst: Google Sheets, Microsoft Dynamics GP, Microsoft Excel, Oracle NetSuite, QuickBooks Desktop, SAP Business One
Four alternatives
AvidXchange, QuickBooks Online, ReconArt, XeroTwo alternatives
Autobooks, XeroThree alternatives
FloQast, Float, XeroThree alternatives
AccountEdge, Kashoo, QuickBooks OnlineKimi K2QuickBooks Online, Xeroagainst: BlackLine, Trintech, Trintech AdraQuickBooks OnlineChangedQuickBooks Online, XeroWave, Xeroagainst: QuickBooks OnlineNumericagainst: BlackLine, Trintech Cadencyagainst: BlackLine, Datarails, ReconArt, Trintech Cadency
Two alternatives
FloQast, NumericThree alternatives
BILL, Melio, XeroFour alternatives
FloQast, NCH Express Accounts, Numeric, Zoho BooksOne alternative
NCH Express AccountsOne alternative
FloQastGLM 4.7 FlashXQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, Xeroagainst: BlackLineWaveno first choiceagainst: QuickBooks Onlineagainst: BlackLine, OneStream, Oracle NetSuite, Sage Intacct, Trintech Cadency
Five alternatives
BILL, Fathom, Kolleno, Upflow, XeroTwo alternatives
BlinkBooks, XeroTwo alternatives
FloQast, ReconArtThree alternatives
QuickBooks Online, Xero, Zoho BooksMiniMax M2.5QuickBooks Online, XeroQuickBooks Online, XeroHeldNumeric, QuickBooks Online, Xeroagainst: FloQastWaveno first choiceagainst: BlackLine, SAP Reconciliation, Trintech
One alternative
Zoho BooksTwo alternatives
Tesorio, UpflowOne alternative
Sage IntacctFour alternatives
FreshBooks, QuickBooks Online, Xero, Zoho BooksGPT-6 LunaNumeric, QuickBooks OnlineQuickBooks OnlineChangedQuickBooks Online, Xero, Zoho Booksagainst: BlackLineZoho Booksagainst: QuickBooks Simple Startno first choiceagainst: FreshBooks
One alternative
XeroOne alternative
Zoho BooksTwo alternatives
FloQast, NumericOne alternative
WaveMuse Glimmer 30BQuickBooks OnlineQuickBooks Online ReconciliationChangedQuickBooks Online, Xeroagainst: Sage IntacctWaveno first choiceagainst: BlackLine, FloQast, OneStream, Oracle NetSuite, Trintech Adra
Three alternatives
Doxis SpendControl, Xero, Zoho BooksOne alternative
Xero Growing + JAXTwo alternatives
Cortex AI, NumericFour alternatives
NCH Express Accounts, QuickBooks Online, Xero, 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 10:40 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:54 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:19 | yes | 13 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:53 | yes | 21 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:57 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:46 | yes | 20 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:54 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:30 | yes | 14 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:19 | yes | 19 | 34 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:32 | yes | 16 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:49 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:05 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:15 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:39 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:17 | yes | 15 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:46 | yes | 21 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:38 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:37 | yes | 20 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:47 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:10 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:04 | yes | 10 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:49 | yes | 20 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:21 | yes | 24 | 52 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 21 | 57 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:54 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:14 | yes | 18 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:33 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:24 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:14 | yes | 13 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:17 | yes | 16 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:51 | yes | 25 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:22 | yes | 10 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:41 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:31 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:31 | yes | 14 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:08 | yes | 24 | 150 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:57 | yes | 22 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:47 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:45 | yes | 15 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:35 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:04 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:32 | yes | 15 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:13 | yes | 23 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:36 | yes | 22 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:17 | yes | 6 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:34 | yes | 17 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:27 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:12 | yes | 9 | 54 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:02 | yes | 20 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:17 | yes | 24 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:42 | yes | 9 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 3 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:06 | yes | 14 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:47 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:48 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:21 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:17 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:25 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:06 | yes | 12 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:37 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:38 | yes | 8 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 17 | 62 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:08 | yes | 8 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:45 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:02 | yes | 3 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:59 | yes | 8 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:30 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:03 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:09 | yes | 16 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:24 | yes | 28 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:46 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:11 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:10 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:07 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:01 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:55 | yes | 22 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | yes | 23 | 87 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:34 | yes | 18 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:42 | yes | 3 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:00 | yes | 21 | 41 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
Adra (Trintech) read as Trintech Adra
Adra by Trintech read as Trintech Adra
Bill.com read as BILL
Excel read as Microsoft Excel
NetSuite read as Oracle NetSuite
Oracle Account Reconciliation Cloud Service read as Oracle Account Reconciliation Cloud
Prophix read as Prophix One
QuickBooks read as QuickBooks Online
Wave Accounting read as Wave
Zoho read as Zoho Books
Unresolved, counted raw
Autobooks
BlinkBooks
Blue Onion
Bookkeep
Clearing
CleverBalance
Cortex AI
Excel with Microsoft Copilot
Gresham Tech
LedgerGuru
Oracle NetSuite Reconciliation
QuickBooks Online Reconciliation
QuickBooks Online's Built-In Reconciliation
QuickBooks auto-rec
Reconcile.ly
SmartConcil
Spreadsheet-based reconciliation (Excel/Google Sheets)
TechRepublic
Xero Growing + JAX
Discontinued, still offered
No shut-down product was recommended here.