Account reconciliation
Asked as “account reconciliation software”, and as “bank reconciliation automation”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Trintech Adra 12%
33FloQast12Trintech Adra10Numeric46others
33% of first choices, contested.
Since September 2026▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.FloQast held the lead, −2 points on 33%, 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 Online49%Clear leader▲+11Since September 2026: 39% → 50%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-market
FloQast33%Contested▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageEnterprise
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.Standing →Mid-marketFloQast33%Contested▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageEnterpriseBlackLine63%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01FloQast33%9%43endorsed leader▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.33% → 30%
FloQast33%9%43endorsed leader▼−2Since September 2026: 33% → 30%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.33% → 30%02
Trintech Adra12%0%19accepted challenger▲+3Since September 2026: 10% → 13%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 13%
Trintech Adra12%0%19accepted challenger▲+3Since September 2026: 10% → 13%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 13%03
Numeric10%0%37accepted challenger▼−6Since September 2026: 14% → 9%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 9%
Numeric10%0%37accepted challenger▼−6Since September 2026: 14% → 9%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 9%04
Zoho Books10%0%11accepted challenger=heldSince September 2026: 6% → 7%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 7%
Zoho Books10%0%11accepted challenger=heldSince September 2026: 6% → 7%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 7%05QuickBooks Online8%15%20accepted challenger▼−2Since September 2026: 10% → 9%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 9%
QuickBooks Online8%15%20accepted challenger▼−2Since September 2026: 10% → 9%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 9%06
Xero6%10%20accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%
Xero6%10%20accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%07
Sage Intacct4%6%18accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 4%
Sage Intacct4%6%18accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 4%08
ReconArt2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
ReconArt2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%09
HighRadius2%6%17accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 2%
HighRadius2%6%17accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 2%10BlackLine2%41%46criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
BlackLine2%41%46criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%11
Trintech2%25%12criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Trintech2%25%12criticized 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 one product at 0%, ordered by negative rate
12
Prophix One0%0%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Prophix One0%0%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01FloQast33%
FloQast33%02Trintech Adra12%
Trintech Adra12%03Numeric10%
Numeric10%04Zoho Books10%
Zoho Books10%05QuickBooks Online8%
QuickBooks Online8%06Xero6%
Xero6%07Sage Intacct4%
Sage Intacct4%08ReconArt2%
ReconArt2%09HighRadius2%
HighRadius2%10BlackLine2%
BlackLine2%11Trintech2%
Trintech2%12Prophix One0%
Prophix One0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
BlackLine41%
19 of 46 labels negative · 10 of 14 models
“enterprise-level close tools like BlackLine, FloQast, and Trintech are highly powerful, they can cost anywhere from $10,000 to over $100,000 per year, making them unrealistic for limited budgets” Gemini 3.5 Flash, budget prompt
Microsoft Excel100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“many experts recommend phasing it out of primary reconciliation workflows due to its complexity, lack of scalability, and high risk of errors” Mistral Small, negative prompt
FloQast9%
4 of 43 labels negative · 4 of 14 models
“Some of the tools mentioned include FloQast, BlackLine, and AutoRek, which can be effective but may require additional time to address discrepancies.” Llama 4 Maverick, negative prompt
QuickBooks Online15%
3 of 20 labels negative · 3 of 14 models · 1 hard negative
“you've likely outgrown built-in tools (70–80% match rates at best)” DeepSeek V4 Flash, paraphrase 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
74 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. 911 links across 168 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 · Numeric47 answers · 66 citations · 13 models
vendor site · Prophix38 answers · 39 citations · 11 models
vendor site · Guideflow29 answers · 30 citations · 9 models
vendor site · Ramp28 answers · 28 citations · 12 models
26 answers · 26 citations · 11 models
vendor site · Bluecopa24 answers · 36 citations · 10 models
vendor site · HighRadius23 answers · 41 citations · 12 models
21 answers · 22 citations · 10 models
vendor site · Maxima18 answers · 19 citations · 8 models
18 answers · 19 citations · 7 models
vendor site · Worldmetrics18 answers · 19 citations · 10 models
17 answers · 18 citations · 9 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.
40 answers · 12 models
36 answers · 11 models
29 answers · 9 models
28 answers · 12 models
26 answers · 11 models
20 answers · 10 models
18 answers · 7 models
17 answers · 9 models
16 answers · 8 models
16 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| FloQast floqast.com | 33% | 377 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| Trintech trintech.com Trintech Adra 12%, Trintech 2% | 13% | 101 | 1,900 | 44 | 30,370 | 13 | 2 | |
| Numeric numeric.io | 10% | 218 | 12,100 | 38,006 | 94,254 | $426 | 9 | 4 |
| Zoho zoho.com Zoho Books 10% | 10% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| QuickBooks quickbooks.ninja QuickBooks Online 8% | 8% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 6% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Wave waveapps.com | 6% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| Sage sage.com Sage Intacct 4% | 4% | 433 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | |
| ReconArt reconart.com | 2% | 39 | 110 | 0 | 384 | 17 | ||
| HighRadius highradius.com | 2% | 691 | 6,600 | 118 | 294,561 | $2,272 | 120 | 1 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (bluecopa.com, 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 mid-market B2B company?”Paraphrase“Which bank reconciliation automation would you recommend to a mid-sized B2B company?”Comparative“What are the top reconciliation tools and how do they differ?”Budget-constrained“What is the best account reconciliation software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an account reconciliation software. What should we look at?”Negative“Which reconciliation tools should I avoid or be cautious about?”
Claude Haiku 4.5Trintech AdraTrintech AdraHeldno first choiceQuickBooks Online, Xerono first choicenothing named
Three alternatives
FloQast, Numeric, Prophix OneThree alternatives
FloQast, Numeric, Sage IntacctNine alternatives
BlackLine, Bluecopa, Doxis, FloQast, Numeric, Prophix One, Trintech, Xero, Zoho BooksThree alternatives
ReconArt, Wave, Zoho BooksGPT-5.4 miniBlackLineTrintech AdraChangedno first choiceXeroagainst: BlackLine, FloQastno first choicenothing named
Two alternatives
FloQast, Trintech AdraThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, XeroNine alternatives
AutoRek, BlackLine, FloQast, HighRadius, QuickBooks Online, Sage, SmartStream TLM, Trintech Cadency, XeroTwo alternatives
QuickBooks Online, Zoho BooksGemini 3.5 FlashFloQastFloQastHeldagainst: BlackLine, QuickBooks Online, Trintech Cadency, Xerono first choiceNumericagainst: BlackLine, FloQast, TrintechFloQastagainst: BlackLineagainst: BlackLine, Google Sheets, Microsoft Excel, Trintech
Four alternatives
BlackLine, Numeric, Trintech Adra, ZoneReconcileFour alternatives
HighRadius, Numeric, Trintech Adra, ZoneReconcileSix alternatives
BlackLine, Duco, FloQast, Numeric, ReconArt, TrintechFour alternatives
Airwallex, QuickBooks Online, ReconArt, XeroThree alternatives
Numeric, Trintech Adra, ZoneReconcilePerplexity SonarTrintech AdraFloQastChangedno first choiceagainst: AlteryxNCH Express Accounts, QuickBooks Onlineagainst: Microsoft Excelno first choicenothing named
Six alternatives
Bluecopa, DOKKA, Numeric, Oracle Fusion Cloud EPM, Prophix One, ReconArtFour alternatives
HighRadius, Numeric, ReconArt, Trintech AdraGrok 4.1 FastFloQastagainst: BlackLineSage IntacctChangedagainst: QuickBooks Online, XeroBlackLine, TrintechWave, Zoho Booksno first choiceagainst: AutoRek, Automation Anywhere, BlackLine, FloQast, Microsoft Excel, Trintech, UiPath
Two alternatives
Numeric, Trintech AdraThree alternatives
BlackLine, FloQast, Oracle NetSuiteFour alternatives
FloQast, HighRadius, Numeric, ReconArtTwo alternatives
QuickBooks Online, XeroMistral SmallHighRadiusSage IntacctChangedBlackLine, ReconArtQuickBooks Onlineno first choiceagainst: AutoRek, Automation Anywhere, BlackLine, Microsoft Excel, UiPath
Three alternatives
BlackLine, FloQast, TrintechTwo alternatives
Agicap, NomentiaThree alternatives
AutoRek, Oracle Reconciliation Cloud, XeroOne alternative
NCH Express AccountsDeepSeek V4 FlashFloQastagainst: BlackLineFloQastHeldagainst: BlackLine, HighRadius, QuickBooks Online, Trintech CadencyBlackLine, TrintechWaveno first choicenothing named
Three alternatives
Numeric, Sage Intacct, Trintech AdraThree alternatives
Prophix One, Rillet, Sage IntacctNine alternatives
FloQast, Hevo Data, HighRadius, IBM InfoSphere QualityStage, Informatica Data Quality, Numeric, ReconArt, SolveXia, ZoneReconcileTwo alternatives
QuickBooks Online, XeroLlama 4 MaverickTrintech AdraFloQastChangedno first choiceRampno first choiceagainst: AutoRek, BlackLine, FloQast
Three alternatives
Oracle NetSuite, Ramp, Sage IntacctFour alternatives
NCH Express Accounts, QuickBooks Online, Sage 50 Accounting, XeroQwen 3.7 FlashFloQast, Numericagainst: BlackLineFloQastChangedagainst: BlackLineBlackLineZoho Booksno first choiceagainst: Microsoft Excel
Three alternatives
Oracle NetSuite, Sage Intacct, Trintech AdraOne alternative
NumericFive alternatives
Entere, QuickBooks Online, Ryze, Trullion, XeroTwo alternatives
QuickBooks Online, XeroKimi K2FloQast, Numericagainst: BlackLineFloQast, NumericHeldBlackLine, FloQastZoho Booksno first choiceagainst: BlackLinenothing named
Two alternatives
Sage Intacct, Trintech AdraOne alternative
BlackLineFive alternatives
Oracle NetSuite, QuickBooks Online / Xero, Trintech, Workiva, ZoneReconcileThree alternatives
NCH Express Accounts, QuickBooks Online, WaveThree alternatives
FloQast, Numeric, TrullionGLM 4.7 FlashXFloQast, TrintechReconArtChangedno first choiceQuickBooks Online, Xeroagainst: Sage Intacctno first choicenothing named
Three alternatives
BlackLine, HighRadius, Prophix OneSix alternatives
BlackLine, FloQast, Numeric, QuickBooks Online, Sage Intacct, XeroTwo alternatives
FloQast, RampMiniMax M2.5Trintech Adra, XenettFloQastChangedBlackLineWaveno first choicenothing named
Three alternatives
Numeric, Sage Intacct, ZoneReconcileThree alternatives
BlackLine, HighRadius, NumericFive alternatives
Bluecopa, OneStream, Oracle Fusion Cloud EPM, Oracle NetSuite, SAP Financial ClosingTwo alternatives
QuickBooks Online, XeroGPT-6 LunaFloQastagainst: BlackLineNumericChangedagainst: BlackLineno first choiceZoho Booksno first choicenothing named
Two alternatives
Numeric, Trintech AdraThree alternatives
FloQast, Oracle NetSuite, Sage IntacctSix alternatives
BlackLine, FloQast, Numeric, Oracle Account Reconciliation Cloud, QuickBooks or Xero, Trintech CadencyOne alternative
Easy Month EndMuse Glimmer 30BFloQastagainst: BlackLineFloQastHeldagainst: BlackLineBlackLine, FloQast, HighRadiusZoho Booksno first choicenothing named
Two alternatives
Sage Intacct, Trintech AdraFour alternatives
HighRadius, Numeric, Sage Intacct, Vic.aiTwo alternatives
Oracle Account Reconciliation Cloud, Trintech – Cadency / AdraFour alternatives
AccountEdge, NCH Express Accounts, QuickBooks Online, speedReconBold 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 10:59 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:16 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:41 | yes | 8 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:04 | yes | 15 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:47 | yes | 22 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:12 | yes | 15 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:10 | yes | 12 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:59 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:11 | yes | 10 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:47 | yes | 12 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:27 | yes | 13 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:17 | yes | 10 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:41 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:26 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:33 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:54 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:33 | yes | 14 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:14 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:15 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:23 | yes | 7 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:56 | yes | 19 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:19 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:48 | yes | 15 | 52 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:30 | yes | 14 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:09 | yes | 17 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:12 | yes | 8 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:46 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:48 | yes | 12 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:20 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:57 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 16 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:15 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:00 | yes | 22 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:41 | yes | 15 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:41 | yes | 24 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:49 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:31 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:19 | yes | 13 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:34 | yes | 23 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:43 | yes | 10 | 15 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:03 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:53 | yes | 15 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:16 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:21 | yes | 17 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:15 | yes | 24 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:55 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:05 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:48 | yes | 20 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:05 | yes | 8 | 11 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:55 | yes | 10 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:24 | yes | 19 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:05 | yes | 5 | 110 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:20 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:48 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:35 | yes | 23 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:18 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:48 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:58 | yes | 9 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:06 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:23 | yes | 11 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:36 | yes | 16 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:06 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:47 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:51 | no | 0 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:06 | yes | 13 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:18 | no | 0 | 51 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:56 | yes | 12 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:10 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:43 | yes | 2 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:12 | yes | 15 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:54 | yes | 14 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:18 | yes | 25 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:34 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:29 | no | 0 | 5 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:17 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:20 | yes | 5 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:27 | yes | 23 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:54 | yes | 24 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:42 | yes | 10 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:02 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:05 | yes | 21 | 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.
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Claude Haiku 4.5
3 of 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
1 of 4 flipped
Perplexity Sonar
3 of 4 flipped
Grok 4.1 Fast
4 of 6 flipped
Mistral Small
3 of 4 flipped
DeepSeek V4 Flash
2 of 5 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
3 of 4 flipped
Kimi K2
4 of 4 flipped
GLM 4.7 FlashX
5 of 5 flipped
MiniMax M2.5
4 of 4 flipped
GPT-6 Luna
3 of 4 flipped
Muse Glimmer 30B
3 of 5 flipped
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
Adra by Trintech read as Trintech Adra
Bill.com read as BILL
Excel read as Microsoft Excel
Hevo read as Hevo Data
NetSuite read as Oracle NetSuite
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
1BlackLine
AutoRec
Celonis
CloseSynergy
Entere
Fiserv Recon
IBM InfoSphere QualityStage
Informatica Data Quality
Oracle Enterprise Data Quality
Oracle Reconciliation Cloud
Osfin.ai
Precisely Data360
Qntrl
QuickBooks or Xero
Ryze
SAP Financial Closing
Sage 50 Accounting
Sage Intacct or Zone (NetSuite add-on)
Simetrik
SpendControl
Talend Data Quality
Trintech – Cadency / Adra
speedRecon
Discontinued, still offered
No shut-down product was recommended here.