Financial consolidation
Asked as “financial consolidation software”, and as “multi-entity consolidation tool”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
31%
Contested · Joiin 19%
31Prophix19Joiin17Planful33others
31% of first choices, contested.
Since October 2026▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.Prophix held the lead, +7 points on 24%, 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.Standing →Mid-market
Prophix31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.This pageEnterprise
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.Standing →Mid-marketProphix31%Contested▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.This pageEnterpriseOneStream67%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Prophix31%2%41endorsed leader▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.24% → 31%
Prophix31%2%41endorsed leader▲+7Since October 2026: 24% → 31%, +7 points. Inside the 10-point floor: within noise.24% → 31%02Joiin19%0%12accepted challenger▲+6Since October 2026: 13% → 19%, +6 points. Inside the 10-point floor: within noise.13% → 19%
Joiin19%0%12accepted challenger▲+6Since October 2026: 13% → 19%, +6 points. Inside the 10-point floor: within noise.13% → 19%03
Planful17%5%39accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 10-point floor: within noise.13% → 17%
Planful17%5%39accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 10-point floor: within noise.13% → 17%04
Sage Intacct11%0%21accepted challenger▼−5Since October 2026: 16% → 11%, −5 points. Inside the 10-point floor: within noise.16% → 11%
Sage Intacct11%0%21accepted challenger▼−5Since October 2026: 16% → 11%, −5 points. Inside the 10-point floor: within noise.16% → 11%05
Vena4%3%30accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Vena4%3%30accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%06OneStream4%36%42criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
OneStream4%36%42criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%07
Oracle NetSuite4%7%14accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 10-point floor: within noise.9% → 4%
Oracle NetSuite4%7%14accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 10-point floor: within noise.9% → 4%08
Datarails2%0%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Datarails2%0%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
14
Oracle Fusion Cloud EPM0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle Fusion Cloud EPM0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13Anaplan Financial Consolidation0%35%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
12
BlackLine0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
BlackLine0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
CCH Tagetik0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CCH Tagetik0%14%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Workday Adaptive Planning0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Workday Adaptive Planning0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Board0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Board0%0%11accepted 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
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
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 →
010203040506070809101112A13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Prophix31%
Prophix31%02Joiin19%
Joiin19%03Planful17%
Planful17%04Sage Intacct11%
Sage Intacct11%05Vena4%
Vena4%06OneStream4%
OneStream4%07Oracle NetSuite4%
Oracle NetSuite4%08Datarails2%
Datarails2%09CCH Tagetik0%
CCH Tagetik0%10Board0%
Board0%11Workday Adaptive Planning0%
Workday Adaptive Planning0%12BlackLine0%
BlackLine0%13Anaplan Financial Consolidation0%
14Oracle Fusion Cloud EPM0%
Oracle Fusion Cloud EPM0%What they warned about
One 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, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
OneStream36%
15 of 42 labels negative · 7 of 14 models · 1 hard negative
“Avoid starting with OneStream, Oracle EPM, or Anaplan unless the company has complex multinational requirements” Perplexity Sonar, budget prompt
Anaplan Financial Consolidation
35%
7 of 20 labels negative · 6 of 14 models · 4 hard negative
“High negative labels in AI evaluations highlight it as one to steer clear of unless it perfectly matches your workflow.” Grok 4.20, negative prompt
Oracle Fusion Cloud EPM47%
7 of 15 labels negative · 4 of 14 models · 2 hard negative
“Avoid: Pure enterprise options like Oracle/Anaplan unless you're already in their ecosystem” Grok 4.20, direct prompt
Oracle67%
4 of 6 labels negative · 4 of 14 models
“Tier 3 ERP-Native Tools (e.g., Full ERP Systems like SAP or Oracle with Built-In Consolidation)... lock-in” Grok 4.20, 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
69 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. 695 links across 237 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 · Prophix39 answers · 63 citations · 12 models
vendor site · Planful20 answers · 22 citations · 12 models
17 answers · 20 citations · 9 models
16 answers · 16 citations · 10 models
vendor site · OneStream14 answers · 24 citations · 11 models
vendor site · Sourceforge13 answers · 24 citations · 8 models
vendor site · Simetrik11 answers · 12 citations · 6 models
11 answers · 11 citations · 6 models
vendor site · Guideflow11 answers · 11 citations · 6 models
10 answers · 17 citations · 6 models
vendor site · Datarails10 answers · 11 citations · 9 models
10 answers · 10 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.
34 answers · 12 models
19 answers · 12 models
15 answers · 10 models
14 answers · 7 models
11 answers · 6 models
10 answers · 6 models
10 answers · 6 models
10 answers · 8 models
10 answers · 5 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 |
|---|---|---|---|---|---|---|---|---|
| Prophix prophix.com | 31% | 249 | 1,600 | 41 | 14,138 | $109 | 103 | |
| Joiin joiin.co | 19% | 63 | 590 | 4 | 152 | 0 | 6 | |
| Planful planful.com | 17% | 357 | 3,600 | 685,726 | 58,997 | $137 | 120 | |
| Sage sage.com Sage Intacct 11% | 11% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | |
| Vena venasolutions.com | 4% | 404 | 12,100 | 3,928 | 62,294 | $13,792 | 58 | 3 |
| OneStream onestream.com | 4% | 553 | 12,100 | 703 | 32,233 | $36 | 120 | 2 |
| Oracle parent site Oracle NetSuite 4% | 4% | 542 | 450,000 | 66,611 | ||||
| Datarails datarails.com | 2% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 | |
| Fluence Technologies | 2% | 90 | 1 | |||||
| Lucanet lucanet.com | 2% | 35 | 390 | 8 | 342 | 7 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (barc.com, onestream.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 mid-market B2B company?”Paraphrase“Which multi-entity consolidation tool would you recommend to a mid-sized B2B company?”Comparative“What are the top consolidation tools and how do they differ?”Budget-constrained“What is the best financial consolidation software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a financial consolidation software. What should we look at?”Negative“Which consolidation tools should I avoid or be cautious about?”
Claude Haiku 4.5Planfulno first choiceChangedno first choiceJoiinno first choicenothing named
Three alternatives
Datarails, Prophix, Sage IntacctThree alternatives
Centage Planning Maestro, Fathom, PlanfulGPT-5.4 miniOneStreamSage IntacctChangedOneStreamFinrelyagainst: Quick Consolsno first choicenothing named
Four alternatives
BlackLine, Oracle Fusion Cloud EPM, Prophix, VenaTwo alternatives
Oracle NetSuite, PlanGuruFive alternatives
BlackLine, CCH Tagetik, Oracle Fusion Cloud EPM, Planful, SAP Group ReportingOne alternative
FiscilityGemini 3.5 FlashProphixagainst: OneStreamSage IntacctChangedOneStreamJoiinagainst: OneStream, Oracle Fusion Cloud EPM, SAPFluence Technologies, Lucanet, Planful, Prophix, Venaagainst: CCH Tagetik, OneStream, Oracle, Oracle Financial Consolidation and Close, Oracle Hyperion, Workivanothing named
Three alternatives
Fluence Technologies, Planful, VenaFive alternatives
Cube, Datarails, Fluence Technologies, Oracle NetSuite, ProphixTen alternatives
Anaplan Financial Consolidation, CCH Tagetik, Fluence Technologies, Oracle Fusion Cloud EPM, Planful, Prophix, SAP BPC, SAP Group Reporting, Vena, Workday Adaptive PlanningFour alternatives
Cube, Datarails, Fathom HQ, Syft AnalyticsPerplexity SonarPlanfulagainst: Oracle Fusion Cloud EPMProphixChangedOneStreamagainst: Microsoft Excel, Power QueryDatarailsagainst: Anaplan Financial Consolidation, Cube, OneStream, Oracle Fusion Cloud EPM, Planfulno first choicenothing named
Four alternatives
Datarails, OneStream, Prophix, VenaFive alternatives
Dynamics 365 Business Central, OneStream, Oracle NetSuite, Planful, Sage IntacctNine alternatives
Board, CCH Tagetik, Lucanet, Oracle Fusion Cloud EPM, Planful, Prophix, SAP Group Reporting, Vena, WorkivaTwo alternatives
Centage Planning Maestro, QuickBooks Online Advanced plus a consolidation add-onGrok 4.20Planful, Prophixagainst: Anaplan Financial Consolidation, BlackLine, CCH Tagetik, OneStream, Oracle Fusion Cloud EPM, QuickBooks OnlineOracle NetSuiteChangedagainst: Campfire, OneStream, QuickBooks Online, Rillet, XeroCCH TagetikJoiinagainst: GnuCash, Odoo, OneStream, Planful, Workday Adaptive PlanningProphixagainst: Oracle NetSuite, SAPagainst: Anaplan Financial Consolidation, Oracle, Oracle Fusion Cloud EPM, SAP
One alternative
VenaTwo alternatives
Sage Intacct, Workday Adaptive PlanningFive alternatives
Datarails, Fathom, OneStream, Prophix, Workday Adaptive PlanningFour alternatives
Centage Planning Maestro, QuickBooks Online, Sage Accounting, Sage IntacctFour alternatives
CCH Tagetik, OneStream, Planful, Workday Adaptive PlanningMistral SmallPlanful, ProphixOracle NetSuite, Sage IntacctChangedCCH TagetikJoiinno first choicenothing named
Two alternatives
OneStream, VenaTwo alternatives
Microsoft Dynamics 365, ProphixFive alternatives
OneStream, Planful, Prophix, Vena, Workday Adaptive PlanningTwo alternatives
Datarails, Sage IntacctDeepSeek V4 FlashProphixagainst: OneStream, Oracle Fusion Cloud EPMSage IntacctChangedOneStreamagainst: Anaplan Financial ConsolidationJoiinagainst: OneStream, Oracle Fusion Cloud EPM, Prophixno first choiceagainst: OneStreamnothing named
Two alternatives
Planful, VenaTwo alternatives
Oracle NetSuite, ProphixSix alternatives
CCH Tagetik, Lucanet, Oracle Fusion Cloud EPM, Pigment, Prophix, SAP Group ReportingTwo alternatives
Centage Planning Maestro, FathomLlama 4 MaverickProphixProphixHeldno first choiceJoiinno first choicenothing named
Three alternatives
CCH Tagetik, OneStream, PlanfulThree alternatives
NetSuite ERP, Sage Intacct, iplicitTwo alternatives
Coefficient, ProphixQwen 3.7 FlashPlanful, Prophixagainst: OneStreamProphixChangedagainst: OneStream, OracleOneStreamagainst: Essbase, Oracle HyperionSolarioagainst: Oracle Hyperion, SAP BPC, Venano first choiceagainst: SAP S/4HANA Financialsagainst: Anaplan Financial Consolidation, Oracle Hyperion, SAP BusinessObjects
Two alternatives
Datarails, VenaFour alternatives
Cube, Datarails, Planful, Sage IntacctFour alternatives
Anaplan Financial Consolidation, Bill.com, CCH Tagetik, DatarailsThree alternatives
HYP by Trintech, Iservus, Sage IntacctKimi K2ProphixSage IntacctChangedno first choiceJoiinno first choiceagainst: Anaplan Financial Consolidation, OneStream, Oraclenothing named
Three alternatives
Planful, Sage Intacct, VenaFour alternatives
Aleph, Cube, Datarails, Oracle NetSuiteThree alternatives
Centage Planning Maestro, Konsolidat, Money for ExcelFive alternatives
Fluence Technologies, Planful, Prophix, Solver, VenaGLM 4.7 FlashXProphixPlanful, ProphixChangedno first choiceJoiinno first choiceagainst: Excel's Built-in Consolidate Feature
Two alternatives
OneStream, PlanfulFour alternatives
HighRadius, LiveFlow, Oracle NetSuite, Sage IntacctFour alternatives
Centage Planning Maestro, Datarails, Konsolidat, TallyPrimeMiniMax M2.5Prophix, Venaagainst: OneStreamOneStreamChangedOracleagainst: SAPPivotXLagainst: Anaplan Financial Consolidation, CCH Tagetik, OneStreamno first choicenothing named
Three alternatives
Oracle Fusion Cloud EPM, Planful, WorkivaFive alternatives
Oracle NetSuite, SAP Analytics Cloud – Planning, SAP BPC, Solver, Workday Adaptive PlanningThree alternatives
Anaplan Financial Consolidation, Board, OneStreamThree alternatives
Cube, Joiin, Quick ConsolsGPT-6 LunaProphixPlanfulChangedBoard, OneStreamagainst: BlackLineJoiinno first choicenothing named
One alternative
PlanfulTwo alternatives
Oracle NetSuite, Sage IntacctFive alternatives
CCH Tagetik, Oracle Cloud EPM—Financial Consolidation and Close, Planful, Prophix, SAP Group ReportingOne alternative
HalfkitMuse Glimmer 30BPlanful, ProphixSage IntacctChangedOneStreamagainst: SAP BPC, SAP Group ReportingJoiinno first choicenothing named
Three alternatives
Datarails, OneStream, VenaThree alternatives
Oracle NetSuite, Planful, ProphixFour alternatives
CCH Tagetik, Oracle Financial Consolidation and Close / Oracle EPM Cloud, formerly Hyperion, Prophix, WorkivaFive alternatives
Centage Planning Maestro, Cube, Microsoft Excel, OneFinOps, 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 12:43 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:10 | 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 10:40 | yes | 10 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:39 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 10 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:47 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:54 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:46 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:34 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:23 | yes | 15 | 134 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 5 | 56 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:26 | yes | 1 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 11 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:32 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 3 | 5 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 10:14 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:35 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:59 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:56 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:56 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:16 | yes | 9 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:12 | yes | 15 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:45 | no | 0 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:33 | yes | 12 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:04 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:21 | yes | 7 | 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 09:52 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:45 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 15 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 19 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:04 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:53 | yes | 10 | 68 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 10 | 18 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | yes | 25 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:32 | yes | 15 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:17 | yes | 6 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 10 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:50 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | yes | 4 | 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 11:14 | yes | 23 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:07 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:24 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:40 | yes | 17 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:52 | yes | 15 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:38 | yes | 20 | 60 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:21 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 14 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:11 | no | 0 | 8 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 08:45 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:29 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 16 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:50 | yes | 5 | 18 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:38 | yes | 21 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:13 | yes | 22 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | yes | 5 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:18 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:36 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:09 | yes | 4 | 5 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 09:45 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:14 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:04 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 20 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:55 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:08 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 15 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 24 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:54 | no | 0 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:06 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 13 | 21 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
Adaptive Insights read as Workday Adaptive Planning
Adaptive Insights (Workday) 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
Fluence read as Fluence Technologies
Hevo read as Hevo Data
NetSuite read as Oracle NetSuite
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle Cloud EPM (FCCS) read as Oracle Fusion Cloud EPM
Oracle Cloud EPM (Financial Consolidation and Close - FCC) 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
SAP Group Reporting read as SAP Group Reporting
Syft read as Syft Analytics
Vena Solutions read as Vena
Wolters Kluwer (CCH Tagetik) read as CCH Tagetik
Unresolved, counted raw
Azure Data Factory
Boomi Data Integration
Databricks Data Intelligence Platform
Excel's Built-in Consolidate Feature
Fathom HQ
Finrely
Fiscility
Google Cloud Dataflow
HYP by Trintech
Halfkit
Informatica Cloud Data Integration
Iservus (by eOne Solutions)
Meltano
Money for Excel
MuleSoft Anypoint Platform
Oracle Cloud EPM—Financial Consolidation and Close (FCCS)
Oracle FSGS / Hyperion
Oracle Financial Consolidation and Close / Oracle EPM Cloud, formerly Hyperion
QuickBooks Online Advanced plus a consolidation add-on
SAP Analytics Cloud – Planning
SAP S/4HANA Financials
SAP-specific solutions
SnapLogic
Solario
Spotlight
Workato
Xero with Add-ons
iplicit
Discontinued, still offered
No shut-down product was recommended here.