Index › Finance › Accounting and close › Financial consolidation › Small business · November 2026 Edition
Financial consolidation for small business buyers
Asked as “financial consolidation software”, and as “multi-entity consolidation tool”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50Joiin07Fathom07Sage Intacct37others
50% of first choices, clear leader.
Since October 2026▲+4Since October 2026: 46% → 50%, +4 points. Inside the 10-point floor: within noise.Joiin held the lead, +4 points on 46%, 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
Joiin50%Clear leader▲+4Since October 2026: 46% → 50%, +4 points. Inside the 10-point floor: within noise.This pageMid-market
Prophix31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.Standing →Enterprise
OneStream67%Clear leader▲+4Since October 2026: 63% → 67%, +4 points. Inside the 10-point floor: within noise.Standing →
Joiin50%Clear leader▲+4Since October 2026: 46% → 50%, +4 points. Inside the 10-point floor: within noise.This pageMid-marketProphix31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.Standing →EnterpriseOneStream67%Clear leader▲+4Since October 2026: 63% → 67%, +4 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
01Joiin50%0%47endorsed leader▲+4Since October 2026: 46% → 50%, +4 points. Inside the 10-point floor: within noise.46% → 50%
Joiin50%0%47endorsed leader▲+4Since October 2026: 46% → 50%, +4 points. Inside the 10-point floor: within noise.46% → 50%02
Fathom7%3%32accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 10-point floor: within noise.7% → 7%
Fathom7%3%32accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 10-point floor: within noise.7% → 7%03
Sage Intacct7%39%28criticized challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%
Sage Intacct7%39%28criticized challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%04
QuickBooks Online5%0%13accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 10-point floor: within noise.3% → 5%
QuickBooks Online5%0%13accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 10-point floor: within noise.3% → 5%05
LiveFlow3%0%10accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%
LiveFlow3%0%10accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%06
Vena3%24%17accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%
Vena3%24%17accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%07
Datarails2%0%24accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 10-point floor: within noise.5% → 2%
Datarails2%0%24accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 10-point floor: within noise.5% → 2%08
Centage Planning Maestro2%11%18accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%
Centage Planning Maestro2%11%18accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%09
Xero2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Xero2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%10Prophix2%27%15criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Prophix2%27%15criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%11
Planful2%40%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Planful2%40%15criticized 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
14OneStream0%85%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
OneStream0%85%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Oracle Fusion Cloud EPM0%75%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle Fusion Cloud EPM0%75%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
Oracle NetSuite0%74%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle NetSuite0%74%19criticized 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
Prophix vs VenaProphix vs OneStreamProphix vs Oracle NetSuiteProphix vs DatarailsJoiin vs PlanfulJoiin vs Sage IntacctJoiin vs VenaJoiin vs OneStreamJoiin vs Oracle NetSuiteJoiin vs DatarailsPlanful vs Sage IntacctPlanful vs VenaPlanful vs OneStreamPlanful vs Oracle NetSuitePlanful vs DatarailsSage Intacct vs VenaSage Intacct vs OneStreamSage Intacct vs Oracle NetSuiteSage Intacct vs DatarailsVena vs OneStreamVena vs Oracle NetSuiteVena vs DatarailsOneStream vs Oracle NetSuiteOneStream vs DatarailsOracle NetSuite vs Datarails
One product takes 50% of first choices here, so the chart would put thirteen markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Six products carry a negative rate above 25% in this category.
What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, 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.
OneStream85%
23 of 27 labels negative · 12 of 14 models · 13 hard negative
“Small businesses should generally avoid or exercise extreme caution with the following: OneStream: While powerful, this platform is designed for large enterprises” Qwen 3.7 Flash, negative prompt
Oracle NetSuite74%
14 of 19 labels negative · 9 of 14 models · 8 hard negative
“small businesses should avoid or be cautious about: Enterprise-grade financial consolidation platforms (OneStream, Oracle Hyperion, NetSuite OneWorld, Sage Intacct)” Muse Glimmer 30B, negative prompt
Sage Intacct39%
11 of 28 labels negative · 8 of 14 models · 4 hard negative
“small businesses should avoid or be cautious about: Enterprise-grade financial consolidation platforms (OneStream, Oracle Hyperion, NetSuite OneWorld, Sage Intacct)” Muse Glimmer 30B, negative prompt
Oracle Hyperion100%
9 of 9 labels negative · 7 of 14 models · 8 hard negative
“small businesses should avoid or be cautious about: Enterprise-grade financial consolidation platforms (OneStream, Oracle Hyperion, NetSuite OneWorld, Sage Intacct)” Muse Glimmer 30B, negative 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
72 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. 784 links across 234 sites, every framing counted. Ranked by the number of answers carrying the site or page. 26 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 · Prophix42 answers · 58 citations · 11 models
vendor site · Sourceforge26 answers · 33 citations · 9 models
21 answers · 21 citations · 9 models
18 answers · 18 citations · 9 models
vendor site · Joiin16 answers · 26 citations · 8 models
publisher (Gane)14 answers · 15 citations · 6 models
vendor site · Simetrik14 answers · 14 citations · 9 models
14 answers · 14 citations · 9 models
14 answers · 14 citations · 8 models
13 answers · 15 citations · 5 models
vendor site · HighRadius13 answers · 13 citations · 10 models
vendor site · G212 answers · 18 citations · 6 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.
37 answers · 11 models
21 answers · 9 models
20 answers · 8 models
16 answers · 9 models
14 answers · 6 models
14 answers · 9 models
14 answers · 8 models
13 answers · 9 models
12 answers · 6 models
11 answers · 9 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 “best financial consolidation software”, “consolidation tools”, “financial consolidation software”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Joiin joiin.co | 50% | 63 | 590 | 4 | 152 | 0 | 6 | |
| Fathom fathomhq.com | 7% | 190 | 90,500 | 6,657 | 74,881 | 38 | ||
| Sage sage.com Sage Intacct 7% | 7% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | |
| QuickBooks quickbooks.ninja QuickBooks Online 5% | 5% | 692 | 1,000,000 | 54,681 | 253 company | |||
| LiveFlow liveflow.com | 3% | 52 | 1,300 | 19 | 94,846 | 4 | 4 | |
| Vena venasolutions.com | 3% | 404 | 12,100 | 3,928 | 62,294 | $13,792 | 58 | 3 |
| ScaleXP scalexp.com | 3% | 32 | ||||||
| Datarails datarails.com | 2% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 | |
| Centage centage.com Centage Planning Maestro 2% | 2% | 34 | 1,000 | 11 | 1,692 company | 6 | ||
| Xero xero.com | 2% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (highradius.com, joiin.co). The first result for “best financial consolidation software” is gartner.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 financial consolidation software for a small B2B company?”Paraphrase“Which multi-entity consolidation tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top consolidation tools for a small team and how do they differ?”Budget-constrained“What is the best financial consolidation software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a financial consolidation software. What should we look at?”Negative“Which consolidation tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Centage Planning MaestroJoiinChangedDatarailsJoiinno first choiceagainst: Microsoft Excel
Three alternatives
Datarails, Fathom, JoiinTwo alternatives
Flow ERP, LiveFlowFive alternatives
Centage Planning Maestro, Cube, Fathom, Joiin, VenaTwo alternatives
Centage Planning Maestro, PivotXLGPT-5.4 miniLiveFlow, Sage Intacctagainst: BlackLine, OneStream, Oracle Financial Consolidation and CloseJoiinChangedJoiinagainst: Board, CCH Tagetik, Oracle Financial Consolidation and Close, WorkivaJoiin, Xeroagainst: Microsoft Dynamics 365 Business Central, Planful, Sage Intacct, Velixo, Venano first choicenothing named
Three alternatives
Acumatica Cloud ERP, Sage Intacct, SoftLedgerThree alternatives
Microsoft Dynamics 365 Business Central, QuickBooks Online, Sage IntacctOne alternative
Zoho BooksGemini 3.5 FlashMosaic, ScaleXPagainst: OneStream, Oracle Fusion Cloud EPM, SAPSage Intacct, SoftLedgerChangedJoiinJoiinagainst: Anaplan Financial Consolidation, OneStream, Oracle Fusion Cloud EPM, Oracle NetSuite, Venano first choiceagainst: Anaplan Financial Consolidation, Oracle Financial Consolidation and Close, SAPagainst: MuleSoft, Oracle NetSuite, SAP
Six alternatives
Cube, Datarails, Joiin, LiveFlow, Sage Intacct, SoftLedgerSix alternatives
Datarails, Fathom, Nominal, QuickBooks Online, Syft Analytics, XeroFour alternatives
Fathom, G-Accon, LiveFlow, Syft AnalyticsFour alternatives
Excel/Google Sheets, Fathom, Power Query, Syft AnalyticsNine alternatives
Cube, Datarails, Fathom, Joiin, Planful, Prophix, SoftLedger, Syft Analytics, VenaPerplexity SonarSage Intacctagainst: OneStreamFathomChangedagainst: Oracle NetSuiteno first choiceFathomagainst: Anaplan Financial Consolidation, Excel/Google Sheets, OneStream, Oracle Fusion Cloud EPMno first choiceagainst: BlackLine, Trintech Cadency
Three alternatives
Datarails, Fathom, JoiinTwo alternatives
Joiin, Sage IntacctThree alternatives
Centage Planning Maestro, Datarails, JoiinGrok 4.20Syft Analyticsagainst: CCH Tagetik, OneStream, Oracle Fusion Cloud EPM, Planful, ProphixCampfire, QuickBooks OnlineChangedagainst: Oracle NetSuite, Sage IntacctJoiinagainst: OneStream, OracleJoiinagainst: Anaplan Financial Consolidation, BlackLine, OneStream, Oracle Fusion Cloud EPM, Planful, Prophix, Sage Intacct, WorkivaPlanful, Prophixagainst: Oracle Hyperion, SAP BPCagainst: Google Sheets, Microsoft Excel, OneStream, Oracle Hyperion, Oracle NetSuite, Sage Intacct
Two alternatives
Sage Intacct, XeroOne alternative
G-AcconFour alternatives
Fathom, Gather.nexus, LiveFlow, PivotXLFive alternatives
Centage Planning Maestro, Manager.io, QuickBooks Online, Wave, XeroTwo alternatives
OneStream, WorkivaMistral SmallJoiinJoiinHeldJoiinagainst: Asana, ClickUp, Monday.comJoiinno first choiceagainst: OneStream, Oracle Hyperionagainst: OneStream, Oracle Hyperion, Oracle NetSuite, Sage Intacct
Two alternatives
Centage Planning Maestro, CubeTwo alternatives
Datarails, FathomTwo alternatives
Datarails, PivotXLDeepSeek V4 FlashLiveFlowJoiinChangedagainst: Fathom, Oracle NetSuite, Sage IntacctJoiin, LiveFlowJoiinagainst: Anaplan Financial Consolidation, Centage Planning Maestro, OneStream, Oracle Hyperion, WorkivaFathom, Joiinagainst: OneStream, Oracle Fusion Cloud EPMnothing named
Four alternatives
Centage Planning Maestro, Datarails, Fathom, JoiinTwo alternatives
G-Accon, QuickBooks DesktopFive alternatives
Centage Planning Maestro, Datarails, Fathom, ScaleXP, VenaOne alternative
FathomThree alternatives
Datarails, Prophix, VenaLlama 4 MaverickJoiinJoiinHeldFathom, Joiinagainst: ClickUp, TrelloJoiinFathom, Joiinagainst: OneStream, Oracle Hyperion, Oracle NetSuite, SAP Consolidation
Three alternatives
Centage Planning Maestro, G-Accon, ProphixThree alternatives
Centage Planning Maestro, Datarails, FathomTwo alternatives
Datarails, PlanfulQwen 3.7 FlashVenaJoiinChangedagainst: Oracle NetSuite, Sage Intacctno first choiceQuickBooks Onlineagainst: Oracle, SAPDatarails, Venaagainst: OneStream, Oracle Fusion Cloud EPM, Planful, Prophixagainst: OneStream, Oracle Hyperion, Oracle NetSuite, SAP Concur, Workday Adaptive Planning
Four alternatives
Corvelo, Datarails, Fathom, Sage IntacctTwo alternatives
G-Accon, OCTAThree alternatives
Fathom, Odoo, Wave AccountingThree alternatives
Fathom, Joiin, WorkivaKimi K2JoiinJoiin, Sage IntacctChangedno first choiceJoiinagainst: OneStream, Oracle Fusion, Planful, Sage Intacct, Workday Adaptive Planningno first choicenothing named
Three alternatives
Centage Planning Maestro, LiveFlow, Sage IntacctTwo alternatives
Campfire, RilletFour alternatives
OneFinOps, QuickBooks Online, TallyPrime, XeroGLM 4.7 FlashXJoiinagainst: VenaQuickBooks Online, Zoho BooksChangedagainst: CCH Tagetik, Kingdee Financial Cloud, OneStreamProphixJoiinagainst: Centage Planning Maestro, OneFinOpsno first choicenothing named
Three alternatives
Centage Planning Maestro, Datarails, FathomOne alternative
XeroFour alternatives
CCH Tagetik, OneStream, Oracle Fusion Cloud EPM, PlanfulTwo alternatives
Microsoft Excel, Power QueryMiniMax M2.5Joiinagainst: OneStreamScaleXPChangedagainst: Oracle NetSuite, Sage IntacctFathom, JoiinJoiinagainst: OneStream, Planful, TallyPrime, VenaCCH Tagetik, Solver, Workday Adaptive Planningagainst: Microsoft Fabric, Phocas Software, Tableauagainst: OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Oracle NetSuite, SAP Consolidation, Sage Intacct
Two alternatives
Planful, Sage IntacctThree alternatives
G-Accon, QuickBooks Online, XeroOne alternative
DatarailsFive alternatives
Fathom, LiveFlow, PivotXL, Wave, Zoho BooksTwo alternatives
Oracle NetSuite, Sage IntacctGPT-6 LunaJoiinJoiinHeldno first choiceJoiinno first choicenothing named
Two alternatives
Oracle NetSuite, Sage IntacctTwo alternatives
Intuit Enterprise Suite, Syft AnalyticsFour alternatives
Cube, Oracle NetSuite, Planful, Sage IntacctMuse Glimmer 30BJoiinJoiinHeldJoiinJoiinagainst: OneStream, Prophix, Workday Adaptive Planningno first choiceagainst: BlackLine, CCH Tagetik, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Oracle NetSuite, SAP Financial Consolidation, Sage Intacct
Four alternatives
Centage Planning Maestro, Datarails, Fathom, PivotXLTwo alternatives
Centage Planning Maestro, CubeThree alternatives
Datarails, Fathom, FinstackOne alternative
PivotXLBold 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 10:28 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:24 | yes | 3 | 4 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 12:18 | yes | 7 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:36 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:13 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:12 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:37 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:06 | yes | 7 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 11 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:45 | yes | 15 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:22 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:45 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:23 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 3 | 4 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 09:14 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 66 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:32 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 24 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:57 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:47 | yes | 5 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:17 | yes | 18 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | yes | 14 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:59 | yes | 13 | 70 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:10 | yes | 13 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:28 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | yes | 5 | 8 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 11:59 | yes | 8 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 20 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:26 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:34 | yes | 23 | 60 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:21 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:22 | yes | 20 | 82 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 24 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:47 | yes | 9 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:50 | no | 0 | 2 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:42 | yes | 10 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:58 | yes | 3 | 5 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 11:28 | yes | 17 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 5 | 30 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:09 | yes | 24 | 19 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 12:08 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:42 | yes | 12 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:17 | yes | 24 | 123 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 15 | 60 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:04 | yes | 1 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:10 | yes | 12 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:44 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:43 | no | 0 | 5 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 09:36 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:42 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 30 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 17 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:28 | yes | 9 | 22 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:09 | yes | 14 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 13 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:51 | no | 0 | 42 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:42 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:31 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:16 | no | 0 | 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 11:37 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:39 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 28 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:05 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 21 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:38 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | yes | 5 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:14 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:50 | yes | 23 | 151 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:35 | yes | 10 | 103 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:17 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 24 | 33 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
Acumatica read as Acumatica Cloud ERP
Adaptive Insights (Workday) read as Workday Adaptive Planning
Adaptive Insights (now Workday Adaptive Planning) read as Workday Adaptive Planning
Anaplan read as Anaplan Financial Consolidation
Centage read as Centage Planning Maestro
Centage (Planning Maestro) read as Centage Planning Maestro
Excel read as Microsoft Excel
NetSuite read as Oracle NetSuite
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle EPM read as Oracle Fusion Cloud EPM
Oracle FCCS read as Oracle Financial Consolidation and Close
Prophix One read as Prophix
QuickBooks read as QuickBooks Online
QuickBooks Enterprise read as QuickBooks Online
Syft read as Syft Analytics
Vena Solutions read as Vena
Unresolved, counted raw
Corvelo
Estuary
Finstack
Kingdee Financial Cloud
OCTA
Unify
Velixo
Zoho Books with Zoho Analytics
Discontinued, still offered
No shut-down product was recommended here.