Index › Finance › Accounting and close › Financial consolidation › Small business · September 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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
25%
Contested · Fathom 14%
25Joiin14Fathom12Centage Planning Maestro49others
25% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Prophix vs Oracle NetSuiteProphix vs VenaProphix vs FathomProphix vs BlackLineJoiin vs Sage IntacctJoiin vs PlanfulJoiin vs Oracle NetSuiteJoiin vs VenaJoiin vs FathomJoiin vs BlackLineSage Intacct vs PlanfulSage Intacct vs Oracle NetSuiteSage Intacct vs VenaSage Intacct vs FathomSage Intacct vs BlackLinePlanful vs Oracle NetSuitePlanful vs VenaPlanful vs FathomPlanful vs BlackLineOracle NetSuite vs VenaOracle NetSuite vs FathomOracle NetSuite vs BlackLineVena vs FathomVena vs BlackLineFathom vs BlackLine
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Joiin25%
Joiin25%02Fathom14%
Fathom14%03Centage Planning Maestro12%
Centage Planning Maestro12%04LiveFlow10%
LiveFlow10%05Datarails10%
Datarails10%06Cube6%
Cube6%07QuickBooks Online4%
QuickBooks Online4%08Sage Intacct2%
Sage Intacct2%09Oracle NetSuite0%
Oracle NetSuite0%10OneStream0%
OneStream0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
OneStream56%
9 of 16 labels negative · 8 of 12 models · 4 hard negative
“enterprise-grade financial consolidation platforms (like OneStream or Oracle Hyperion) are far too expensive, complex, and slow to implement” Gemini 3.5 Flash, direct prompt
Oracle NetSuite47%
8 of 17 labels negative · 4 of 12 models · 3 hard negative
“the most expensive mistake you can make is trying to migrate to an enterprise ERP system (like NetSuite or Sage Intacct) just to handle multi-entity consolidation” Gemini 3.5 Flash, budget prompt
Oracle Hyperion100%
4 of 4 labels negative · 3 of 12 models · 3 hard negative
“enterprise-grade financial consolidation platforms (like OneStream or Oracle Hyperion) are far too expensive, complex, and slow to implement” Gemini 3.5 Flash, direct prompt
Sage Intacct38%
6 of 16 labels negative · 3 of 12 models · 2 hard negative
“you don't want the enterprise-tier consolidation platforms (like NetSuite OneWorld or Sage Intacct) that can run $50,000–$200,000+ per year” DeepSeek V4 Flash, budget prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 828 links across 247 sites, every framing counted. Ranked by the number of answers carrying the site or page.
43 answers · 54 citations · 11 models
vendor site · HighRadius42 answers · 45 citations · 11 models
vendor site · Prophix28 answers · 29 citations · 10 models
vendor site · Consolidate.io24 answers · 28 citations · 9 models
23 answers · 25 citations · 9 models
vendor site · Datarails22 answers · 23 citations · 9 models
vendor site · Cubesoftware18 answers · 24 citations · 10 models
vendor site · Joiin14 answers · 24 citations · 7 models
14 answers · 17 citations · 9 models
vendor site · LiveFlow14 answers · 16 citations · 10 models
vendor site · G212 answers · 18 citations · 8 models
11 answers · 11 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.
41 answers · 11 models
33 answers · 10 models
28 answers · 10 models
22 answers · 9 models
19 answers · 8 models
17 answers · 10 models
12 answers · 6 models
11 answers · 9 models
10 answers · 6 models
10 answers · 6 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 | 25% | 63 | 590 | 4 | 152 | 0 | 6 | |
| Fathom fathomhq.com | 14% | 190 | 90,500 | 6,657 | 74,881 | 38 | ||
| Centage centage.com Centage Planning Maestro 12% | 12% | 34 | 1,000 | 11 | 1,692 company | 6 | ||
| LiveFlow liveflow.com | 10% | 52 | 1,300 | 19 | 94,846 | 4 | 4 | |
| Datarails datarails.com | 10% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 | |
| Cube cubesoftware.com | 6% | 304 | 90,500 | 152,613 | 168,764 | 13 | ||
| QuickBooks quickbooks.ninja QuickBooks Online 4% | 4% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Consolidate.io consolidate.io JustConsolidate 2%, Consolidate.io 2% | 4% | 3 | ||||||
| Prophix prophix.com | 2% | 249 | 1,600 | 41 | 14,138 | $109 | 103 | |
| Zoho zoho.com Zoho Books 2% | 2% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (consolidate.io, highradius.com, joiin.co, liveflow.com, reddit.com). 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 4.5FathomJoiin, LiveFlowChangedCentage Planning Maestroagainst: VenaJoiinno first choiceagainst: Vena
Two alternatives
Centage Planning Maestro, CubeOne alternative
FathomFour alternatives
BlackLine, Fluence Technologies, HighRadius, Quick ConsolsFour alternatives
Centage Planning Maestro, Fathom, Planful, RephopGPT-5.4 miniMicrosoft Dynamics 365 Business Centralagainst: Oracle Financial Consolidation and CloseQuickBooks OnlineChangedagainst: XeroFivetranagainst: StitchJoiinagainst: OneStream, Oracle Fusion Cloud EPMno first choicenothing named
One alternative
Oracle NetSuiteTwo alternatives
Oracle NetSuite, Sage IntacctThree alternatives
Airbyte, Hevo Data, RiveryOne alternative
PlanGuruGemini 3.5 FlashJoiinagainst: OneStream, Oracle HyperionJoiinHeldagainst: Oracle NetSuite, Sage IntacctLiveFlowJoiin, JustConsolidateagainst: Oracle NetSuite, Sage IntacctLiveFlowagainst: OneStream, Oracle Fusion Cloud EPM, Planfulagainst: Excel/Google Sheets, Oracle, SAP
Four alternatives
Fathom, G-Accon, LiveFlow, Syft AnalyticsFive alternatives
Campfire, Fathom, LiveFlow, Rillet, Syft AnalyticsThree alternatives
Fathom, Finstack, Syft AnalyticsTwo alternatives
G-Accon, Syft AnalyticsFive alternatives
Fathom, G-Accon, Gather.nexus, Joiin, Syft AnalyticsPerplexity SonarDatarailsFathomChangedJoiin, JustConsolidateagainst: OneStreamConsolidate.ioagainst: Centage Planning Maestrono first choicenothing named
Two alternatives
Centage Planning Maestro, QuickBooks OnlineSix alternatives
Acumatica Cloud ERP, Intuit Enterprise Suite, Oracle NetSuite, QuickBooks Desktop, Sage Intacct, Zoho BooksThree alternatives
Centage Planning Maestro, Cube, ProphixTwo alternatives
Fathom, Quick ConsolsGrok 4.20Datarailsagainst: OneStream, PlanfulFathomChangedCentage Planning Maestro, FathomJoiinagainst: Centage Planning Maestro, QuickBooks Online, WaveDatarailsagainst: Oracle Hyperionagainst: Google Sheets, Microsoft Excel, Oracle Hyperion, SAP BPC
Three alternatives
Centage Planning Maestro, Cube, FathomTwo alternatives
QuickBooks Desktop, Sage IntacctThree alternatives
Cube, Datarails, JoiinOne alternative
FathomSix alternatives
BlackLine, Cube, Fathom, OneStream, Prophix, WorkivaMistral SmallCentage Planning MaestroCube, TRESIOChangedagainst: Anaplan Financial Consolidation, OneStreamno first choiceCubeno first choiceagainst: Oracle Hyperionnothing named
One alternative
VenaTwo alternatives
HighRadius, JoiinTwo alternatives
Datarails, JoiinDeepSeek V4 FlashJoiinagainst: Cube, OneStream, OracleJoiin, LiveFlowChangedagainst: Flow ERP, Oracle NetSuite, Sage IntacctFathom, Joiinagainst: Plain Spreadsheets, QuickBooks Online, VenaJoiinagainst: Oracle NetSuite, Sage IntacctFloQast, Lucanetagainst: Oracle NetSuite, SAP Business One
Two alternatives
Fathom, LiveFlowThree alternatives
Fathom, QuickBooks Online, Zoho BooksFive alternatives
Centage Planning Maestro, Cube, Datarails, Oracle NetSuite, Sage IntacctFive alternatives
Fathom, LiveFlow, QuickBooks Online, ScaleXP, switchbooksLlama 4 MaverickCentage Planning Maestrono first choiceChangedno first choiceJoiinno first choicenothing named
Three alternatives
Fathom, HighRadius, ProphixThree alternatives
Fathom, QuickBooks Online, Zoho Books with Zoho AnalyticsQwen 3.7 FlashCentage Planning MaestroCubeChangedagainst: Oracle NetSuiteno first choiceFathomagainst: Oracle, SAPDatarailsagainst: OneStream, SAP Group Reportingagainst: Google Sheets, Microsoft Excel, Monday.com, Notion, Oracle NetSuite, SAP Business One
Three alternatives
Cube, Datarails, Quick ConsolsTwo alternatives
LiveFlow, Sage IntacctTwo alternatives
Microsoft Excel, VenaSix alternatives
Centage Planning Maestro, Coefficient, Cube, Joiin, Oracle NetSuite, Sage IntacctKimi K2Fathom, JoiinSage IntacctChangedagainst: QuickBooks OnlineCubeagainst: VenaCentage Planning Maestro, Joiinagainst: Cubeno first choicenothing named
Two alternatives
OneFinOps, PivotXLTwo alternatives
Oracle NetSuite, XeroFour alternatives
Centage Planning Maestro, Datarails, Fathom, JoiinOne alternative
FathomGLM 4.7 FlashXCentage Planning Maestro, Fathomagainst: Sage IntacctFathomChangedagainst: Acumatica Cloud ERP, Oracle NetSuite, Sage IntacctFathom, HighRadiusLiveFlow, QuickBooks Onlineagainst: CCH Tagetik, OneStreamno first choicenothing named
Three alternatives
Datarails, Spotlight Reporting, Workday Adaptive PlanningOne alternative
LiveFlowTwo alternatives
OneStream, ProphixOne alternative
Excel/Google SheetsMiniMax M2.5Centage Planning Maestro, DatarailsLiveFlowChangedCentage Planning Maestro, Cube, JoiinWave, Zoho BooksProphixnothing named
Three alternatives
Fathom, Fuelfinance, Syft AnalyticsOne alternative
DatarailsOne alternative
JoiinTwo alternatives
Planful, VenaBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:05 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:39 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 14 | 46 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:58 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:55 | yes | 20 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:45 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:01 | yes | 25 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:07 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:11 | yes | 9 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:51 | yes | 13 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:09 | yes | 11 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:06 | yes | 5 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:20 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:23 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 5 | 55 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:51 | yes | 17 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:21 | yes | 30 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:03 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:10 | yes | 8 | 14 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:37 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:38 | yes | 10 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:46 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:09 | yes | 12 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:01 | yes | 10 | 53 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:08 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:02 | yes | 3 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:31 | yes | 14 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:00 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:04 | yes | 31 | 21 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:48 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:05 | yes | 21 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:07 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:16 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:05 | yes | 16 | 66 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:49 | yes | 12 | 87 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:11 | yes | 13 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:41 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:07 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:47 | yes | 27 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:04 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:10 | yes | 29 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:55 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:41 | yes | 23 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:41 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:09 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:07 | yes | 9 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:13 | yes | 28 | 87 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:06 | yes | 13 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:07 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:32 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 11 | 63 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:51 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:46 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:07 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:06 | yes | 7 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:50 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:32 | yes | 9 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:38 | yes | 9 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:53 | yes | 14 | 122 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:57 | yes | 5 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:54 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:38 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:16 | yes | 18 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:13 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:47 | yes | 31 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:25 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:36 | yes | 19 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:18 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:51 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:55 | yes | 15 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:24 | yes | 15 | 73 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:11 | yes | 15 | 54 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acumatica read as Acumatica Cloud ERP
Adaptive Insights read as Workday Adaptive Planning
Anaplan read as Anaplan Financial Consolidation
Centage read as Centage Planning Maestro
Excel read as Microsoft Excel
Excel (with Power Query) read as Microsoft Excel
Fluence read as Fluence Technologies
Hevo read as Hevo Data
Host Analytics read as Planful
NetSuite read as Oracle NetSuite
Oracle EPM read as Oracle Fusion Cloud EPM
Prophix One read as Prophix
QuickBooks read as QuickBooks Online
QuickBooks Enterprise read as QuickBooks Online
QuickBooks Online consolidation tools read as QuickBooks Online
SAP Group Reporting read as SAP Group Reporting
Syft read as Syft Analytics
Vena Solutions read as Vena
Workday Adaptive read as Workday Adaptive Planning
Unresolved, counted raw
Emerge
Finstack
Keboola
Plain Spreadsheets (Excel/Google Sheets)
Rivery
TRESIO
Zoho Books with Zoho Analytics
switchbooks
Discontinued, still offered
No shut-down product was recommended here.