Index › Finance › Accounting and close › Account reconciliation › Small business · November 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. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
47%
Clear leader
47QuickBooks Online31Xero05FloQast17others
47% of first choices, clear leader.
Since October 2026▼−2Since October 2026: 49% → 47%, −2 points. Inside the 10-point floor: within noise.QuickBooks Online held the lead, −2 points on 49%, inside the 10-point 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 Online47%Clear leader▼−2Since October 2026: 49% → 47%, −2 points. Inside the 10-point floor: within noise.This pageMid-market
FloQast27%Contested▼−6Since October 2026: 33% → 27%, −6 points. Inside the 10-point floor: within noise.Standing →Enterprise
BlackLine Transaction Matching66%Clear leader▲+3Since October 2026: 63% → 66%, +3 points. Inside the 10-point floor: within noise.Standing →
QuickBooks Online47%Clear leader▼−2Since October 2026: 49% → 47%, −2 points. Inside the 10-point floor: within noise.This pageMid-marketFloQast27%Contested▼−6Since October 2026: 33% → 27%, −6 points. Inside the 10-point floor: within noise.Standing →EnterpriseBlackLine Transaction Matching66%Clear leader▲+3Since October 2026: 63% → 66%, +3 points. Inside the 10-point floor: within noise.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 October 2026
01QuickBooks Online47%8%65endorsed leader▼−2Since October 2026: 49% → 47%, −2 points. Inside the 10-point floor: within noise.49% → 47%
QuickBooks Online47%8%65endorsed leader▼−2Since October 2026: 49% → 47%, −2 points. Inside the 10-point floor: within noise.49% → 47%02
Xero31%5%66endorsed leader▲+8Since October 2026: 23% → 31%, +8 points. Inside the 10-point floor: within noise.23% → 31%
Xero31%5%66endorsed leader▲+8Since October 2026: 23% → 31%, +8 points. Inside the 10-point floor: within noise.23% → 31%03
Zoho Books5%0%21accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise.4% → 5%
Zoho Books5%0%21accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise.4% → 5%04FloQast5%32%40criticized challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise.4% → 5%
FloQast5%32%40criticized challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise.4% → 5%05
Wave3%6%17accepted challenger▼−6Since October 2026: 9% → 3%, −6 points. Inside the 10-point floor: within noise.9% → 3%
Wave3%6%17accepted challenger▼−6Since October 2026: 9% → 3%, −6 points. Inside the 10-point floor: within noise.9% → 3%06
Numeric3%17%24accepted challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 10-point floor: within noise.5% → 3%
Numeric3%17%24accepted challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 10-point floor: within noise.5% → 3%07
ReconArt2%37%27criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
ReconArt2%37%27criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
10BlackLine Transaction Matching0%87%38criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
BlackLine Transaction Matching0%87%38criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Trintech0%78%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Trintech0%78%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Sage Intacct0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Sage Intacct0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
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 Trintech AdraFloQast vs Prophix OneFloQast vs BlackLine Transaction MatchingFloQast vs NumericXero vs QuickBooks OnlineXero vs Zoho BooksXero vs Trintech AdraXero vs Prophix OneXero vs BlackLine Transaction MatchingXero vs NumericQuickBooks Online vs Zoho BooksQuickBooks Online vs Trintech AdraQuickBooks Online vs Prophix OneQuickBooks Online vs BlackLine Transaction MatchingQuickBooks Online vs NumericZoho Books vs Trintech AdraZoho Books vs Prophix OneZoho Books vs BlackLine Transaction MatchingZoho Books vs NumericTrintech Adra vs Prophix OneTrintech Adra vs BlackLine Transaction MatchingTrintech Adra vs NumericProphix One vs BlackLine Transaction MatchingProphix One vs NumericBlackLine Transaction Matching vs Numeric
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01QuickBooks Online47%
QuickBooks Online47%02Xero31%
Xero31%03Zoho Books5%
Zoho Books5%04FloQast5%
FloQast5%05Wave3%
Wave3%06Numeric3%
Numeric3%07ReconArt2%
ReconArt2%08Sage Intacct0%
Sage Intacct0%09Trintech0%
Trintech0%10BlackLine Transaction Matching0%
BlackLine Transaction Matching0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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 Matching87%
33 of 38 labels negative · 11 of 14 models · 16 hard negative
“Small businesses should generally avoid or exercise strong caution regarding the following categories... Examples to be cautious of: *BlackLine, Trintech (Cadency/Adra), HighRadius, OneStream, Gresham*.” Gemini 3.5 Flash, negative prompt
FloQast32%
13 of 40 labels negative · 7 of 14 models · 6 hard negative
“Alternatives to avoid for small teams: Enterprise options like BlackLine, HighRadius, FloQast, or OneStream” Grok 4.20, direct prompt
Trintech78%
14 of 18 labels negative · 7 of 14 models · 6 hard negative
“These are overkill and expensive for small businesses... Avoid unless you have high transaction volumes.” Grok 4.20, negative prompt
OneStream100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“Alternatives to avoid for small teams: Enterprise options like BlackLine, HighRadius, FloQast, or OneStream” Grok 4.20, direct prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 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. 805 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page. 27 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 · Prophix37 answers · 44 citations · 11 models
33 answers · 36 citations · 10 models
33 answers · 35 citations · 9 models
vendor site · Milestone32 answers · 32 citations · 8 models
vendor site · Simetrik25 answers · 33 citations · 9 models
24 answers · 24 citations · 9 models
22 answers · 22 citations · 9 models
18 answers · 35 citations · 8 models
vendor site · Xero15 answers · 34 citations · 7 models
vendor site · Numeric15 answers · 20 citations · 7 models
vendor site · Datarails15 answers · 17 citations · 7 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.
33 answers · 9 models
32 answers · 8 models
24 answers · 9 models
24 answers · 9 models
22 answers · 9 models
20 answers · 9 models
15 answers · 7 models
14 answers · 8 models
14 answers · 7 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 47% | 47% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 31% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Zoho zoho.com Zoho Books 5% | 5% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| FloQast floqast.com | 5% | 389 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| Wave waveapps.com | 3% | 363 | 368,000 | 253,218 | 708,862 | 39 | ||
| Numeric numeric.io | 3% | 201 | 12,100 | 38,006 | 94,254 | $426 | 9 | 4 |
| Dext dext.com Dext Prepare 2% | 2% | 10 | 8,100 | 117 | 5,244 company | 1 | ||
| ReconArt reconart.com | 2% | 47 | 110 | 0 | 384 | 17 | ||
| QuickBooks Online (QBO) Simple Start or Essentials | 2% | |||||||
| Datarails datarails.com | 0% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 |
Google's top ten for the three searches hold 15 sites; 1 of them are among the sites the models cited here (numeric.io). 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 Online, XeroQuickBooks OnlineChangedQuickBooks Online, XeroQuickBooks Online, Zoho Booksno first choiceagainst: BlackLine Transaction Matching, FloQast, Numeric, OneStream, Oracle NetSuite, QuickBooks Online, Xero
Two alternatives
FloQast, Zoho BooksTwo alternatives
Xero, Zoho BooksOne alternative
FloQastTwo alternatives
Wave, XeroGPT-5.4 miniFloQastQuickBooks OnlineChangedQuickBooks Online, Xeroagainst: BlackLine Transaction MatchingZoho Booksno first choicenothing named
Three alternatives
Bill360, Upflow, XeroThree alternatives
FreshBooks, Sage, XeroOne alternative
FloQastTwo alternatives
QuickBooks Online, XeroGemini 3.5 FlashQuickBooks Online, Xeroagainst: BlackLine Transaction MatchingQuickBooks Online, XeroHeldNumericagainst: BlackLine Transaction MatchingQuickBooks Online, Xeroagainst: BlackLine Transaction Matching, FloQast, TrintechFloQast, Numericagainst: BlackLine Transaction Matching, Trintechagainst: BlackLine Transaction Matching, Gresham, HighRadius, OneStream, Standard Excel or Google Sheets, Trintech
Five alternatives
Airwallex, FloQast, Numeric, Tesorio, Trintech AdraFive alternatives
BILL, Chaser, Melio, Numeric, VersapaySeven alternatives
Airwallex, FloQast, LiveFlow, QuickBooks Online, Ramp, Synder, XeroFive alternatives
LiveFlow, Microsoft Excel, Numeric, Reconcilely, WaveTwo alternatives
Inflo, VenaPerplexity SonarQuickBooks OnlineQuickBooks Online, XeroChangedagainst: BlackLine Transaction Matching, FloQastQuickBooks Online, XeroQuickBooks Onlineagainst: BlackLine Transaction Matching, FloQast, Spreadsheetno first choiceagainst: BlackLine Transaction Matching, FloQast, Trintech
Two alternatives
Trintech Adra, XeroOne alternative
SimetrikThree alternatives
FloQast, Numeric, RampThree alternatives
NCH Express Accounts, Xero, Zoho BooksGrok 4.20QuickBooks Online, Xeroagainst: BlackLine Transaction Matching, FloQast, HighRadius, OneStream, ReconArt, Sage 50 Accounting, Sage IntacctXeroChangedagainst: BlackLine Transaction Matching, Numeric, ReconArt, Sage IntacctQuickBooks Online, Xeroagainst: BlackLine Transaction Matching, ReconArt, TrintechQuickBooks Online (QBO) Simple Start or Essentialsagainst: FloQast, Prophix One, ReconArt, Sage Intacctno first choiceagainst: Akaunting, BlackLine Transaction Matching, Kashoo, Plooto, Sage Intacct, Trintech, Xero
One alternative
DatarailsTwo alternatives
QuickBooks Online, Zoho BooksThree alternatives
FloQast, Numeric, Sage 50 AccountingTwo alternatives
Wave, XeroMistral SmallQuickBooks Online, XeroQuickBooks OnlineChangedQuickBooks Online, Xeroagainst: BlackLine Transaction MatchingQuickBooks Onlineno first choicenothing named
One alternative
ReconArtFour alternatives
FloQast, Simetrik, Wave, XeroThree alternatives
Doxis SpendControl, Milestone, Zoho BooksTwo alternatives
Sage 50 Accounting, XeroDeepSeek V4 FlashQuickBooks Onlineagainst: FloQast, Sage IntacctQuickBooks OnlineHeldagainst: FloQast, ReconArtQuickBooks Online, Xeroagainst: BlackLine Transaction Matching, ReconArtXeroagainst: BlackLine Transaction Matching, FloQast, ReconArt, TrintechFloQast, Numericagainst: BlackLine Transaction Matching, Trintechagainst: BlackLine Transaction Matching, Excel/Google Sheets, FloQast, Numeric, OneStream, Oracle Account Reconciliation Cloud, Oracle NetSuite, Trintech
Two alternatives
ReconArt, XeroOne alternative
XeroFour alternatives
Expensify, FloQast, Numeric, PEXTwo alternatives
NCH Express Accounts, QuickBooks OnlineFour alternatives
QuickBooks Online, ReconArt, Sage, XeroLlama 4 MaverickQuickBooks OnlineQuickBooks OnlineHeldXeroQuickBooks Onlineno first choicenothing named
Three alternatives
Prophix One, Wave, XeroThree alternatives
FloQast, Numeric, XeroTwo alternatives
Wave, Zoho BooksThree alternatives
NCH Express Accounts, ReconArt, XeroQwen 3.7 FlashDext Prepareagainst: BlackLine Transaction MatchingReconArtChangedagainst: BlackLine Transaction Matching, QuickBooks OnlineApimioagainst: BlackLine Transaction Matching, Oracle NetSuiteXeroagainst: BlackLine Transaction Matching, Trintechno first choiceagainst: Oracle Account Reconciliation Cloud, SAP Reconciliationagainst: BlackLine Transaction Matching, Excel spreadsheets, KashFlow, Oracle Account Reconciliation Cloud, Plooto, QuickBooks Online
Four alternatives
Avalara, BILL, FloQrst, Maya SolutionsTwo alternatives
Numeric, XeroSix alternatives
Dext Prepare, FloQast, Google Sheets, MatchBook, Microsoft Excel, Shark ReportsThree alternatives
Dext Prepare, Excel/Google Sheets, ReconArtKimi K2QuickBooks Online, Xeroagainst: BlackLine Transaction MatchingXeroChangedagainst: BlackLine Transaction Matching, ReconArtQuickBooks Online, Xeroagainst: BlackLine Transaction Matching, TrintechWave, Xerono first choiceagainst: BlackLine Transaction Matching, Trintechagainst: BlackLine Transaction Matching, FloQast, MYOB, NCH Express Accounts, QuickBooks Online, ReconArt, Trintech, Wave, Xero
Two alternatives
FloQast, ReconArtOne alternative
QuickBooks OnlineThree alternatives
FloQast, Numeric, XenettTwo alternatives
QuickBooks Online, Zoho BooksFive alternatives
Aurum, FloQast, Numeric, ReconArt, Trintech AdraGLM 4.7 FlashXQuickBooks Online, Xeroagainst: BlackLine Transaction MatchingQuickBooks OnlineChangedXeroWaveno first choiceagainst: BlackLine Transaction Matching, Microsoft Excel, Oracle Account Reconciliation Cloud, SAP Reconciliation
Five alternatives
BILL, Datarails, Ledge, ReconArt, TipaltiTwo alternatives
Xero, Zoho BooksSeven alternatives
Agicap, Datarails, FloQast, Melio, QuickBooks Online, ReconArt, Sage AccountingTwo alternatives
NCH Express Accounts, Zoho BooksMiniMax M2.5QuickBooks OnlineXeroChangedQuickBooks OnlineXerono first choiceagainst: QuickBooks Online
Two alternatives
Sage 50 Accounting, XeroThree alternatives
Bill360, HighRadius, QuickBooks OnlineThree alternatives
ReconArt, Xero, Zoho BooksOne alternative
QuickBooks OnlineGPT-6 LunaQuickBooks OnlineQuickBooks Online, XeroChangedQuickBooks Online, XeroZoho Booksno first choicenothing named
Two alternatives
Numeric, XeroOne alternative
Reconciles.aiThree alternatives
FloQast, Numeric, RampOne alternative
WaveMuse Glimmer 30BQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, Xeroagainst: BlackLine Transaction Matching, Trintech Adra, Trintech CadencyQuickBooks Online, Xerono first choiceagainst: BlackLine Transaction Matching, FloQast, HighRadius, Microsoft Excel, Numeric, Oracle Account Reconciliation Cloud, ReconArt, Trintech
Five alternatives
FloQast, Numeric, ReconArt, Trintech Adra, XeroOne alternative
XeroThree alternatives
FloQast, Numeric, ReconArtTwo alternatives
NCH Express Accounts, WaveThree alternatives
QuickBooks Online, ReconArt, 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.
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 | 2026-11-01 12:01 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:12 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:40 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:27 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 5 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:38 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 20 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:58 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:04 | yes | 9 | 52 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:15 | yes | 24 | 102 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:33 | yes | 9 | 76 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:10 | yes | 13 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:51 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:29 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:49 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:53 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:12 | yes | 24 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:48 | yes | 8 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 9 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:34 | yes | 24 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | yes | 15 | 44 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:16 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:48 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:34 | yes | 10 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:39 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:59 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:43 | yes | 24 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:04 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:49 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:15 | yes | 10 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:23 | yes | 22 | 190 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:18 | yes | 10 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:16 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:45 | yes | 13 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:48 | yes | 8 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 23 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:36 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:15 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:32 | yes | 14 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 22 | 128 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:27 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:30 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 10 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:26 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:26 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 15 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:34 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:53 | yes | 24 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:19 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:29 | yes | 5 | 69 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:29 | yes | 10 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:20 | no | 0 | 87 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:43 | yes | 11 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:47 | yes | 19 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:21 | yes | 5 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:55 | yes | 14 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:45 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 12 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:48 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 24 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:44 | yes | 9 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:24 | yes | 15 | 58 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:03 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 22 | 138 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:57 | yes | 24 | 86 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:49 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:05 | yes | 21 | 31 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 read as Trintech Adra
Adra by Trintech read as Trintech Adra
Bill.com read as BILL
BlackLine read as BlackLine Transaction Matching
Dext read as Dext Prepare
Excel read as Microsoft Excel
NetSuite read as Oracle NetSuite
Oracle read as Oracle Account Reconciliation Cloud
QuickBooks read as QuickBooks Online
SAP read as SAP Reconciliation
Sage 50 read as Sage 50 Accounting
Sage 50 (or Sage Accounting) read as Sage 50 Accounting
Wave Accounting read as Wave
Zoho read as Zoho Books
Unresolved, counted raw
Apimio
FloQrst
Fynex
Gresham
Inflo
MatchBook
Maya Solutions
QuickBooks Online (QBO) Simple Start or Essentials
Reconciles
Reconciles.ai
Shark Reports
SmartConcil
Standard Excel or Google Sheets
Discontinued, still offered
No shut-down product was recommended here.