Corporate performance management for enterprise buyers
Asked as “EPM software”, and as “corporate performance management platform”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Oracle Fusion Cloud EPM 24%
30Anaplan24Oracle Fusion Cloud EPM19OneStream28others
30% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Anaplan (28%) replaces OneStream (30% then, 17% now), 11 points clear, past the 10-point floor.Anaplan leads at 28%, replacing OneStream, which led at 30% and stands at 17% now: 11 points clear, past the 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
Cube15%Contested▼−1Since September 2026: 16% → 15%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Planful22%Contested▼−7Since September 2026: 29% → 21%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Anaplan30%Contested↗new leaderNew leader since September 2026: Anaplan (28%) replaces OneStream (30% then, 17% now), 11 points clear, past the 10-point floor.This page
Cube15%Contested▼−1Since September 2026: 16% → 15%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketPlanful22%Contested▼−7Since September 2026: 29% → 21%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseAnaplan30%Contested↗new leaderNew leader since September 2026: Anaplan (28%) replaces OneStream (30% then, 17% now), 11 points clear, past the 10-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Anaplan30%27%67criticized challenger▼−2Since September 2026: 30% → 28%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.30% → 28%
Anaplan30%27%67criticized challenger▼−2Since September 2026: 30% → 28%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.30% → 28%02
Oracle Fusion Cloud EPM24%24%63accepted challenger▲+7Since September 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.17% → 24%
Oracle Fusion Cloud EPM24%24%63accepted challenger▲+7Since September 2026: 17% → 24%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.17% → 24%03
OneStream19%10%52accepted challenger▼−12Since September 2026: 30% → 17%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.30% → 17%
OneStream19%10%52accepted challenger▼−12Since September 2026: 30% → 17%, −12 points. Past the 10-point floor: movement. Read over the models both editions asked.30% → 17%04
Workday Adaptive Planning7%18%49accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%
Workday Adaptive Planning7%18%49accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%Show the eight products at 0%, ordered by negative rate
12
Vena0%50%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Vena0%50%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Prophix0%36%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Prophix0%36%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
Jedox0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Jedox0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09
IBM Planning Analytics0%25%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
IBM Planning Analytics0%25%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%07Planful0%18%17accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Planful0%18%17accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%05
SAP Analytics Cloud0%11%18accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
SAP Analytics Cloud0%11%18accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%08
CCH Tagetik0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
CCH Tagetik0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%06
Board0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Board0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 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
Planful vs CubePlanful vs DatarailsPlanful vs JedoxPlanful vs PigmentProphix vs VenaProphix vs Workday Adaptive PlanningProphix vs CubeProphix vs DatarailsProphix vs JedoxProphix vs PigmentVena vs Workday Adaptive PlanningVena vs CubeVena vs DatarailsVena vs JedoxVena vs PigmentWorkday Adaptive Planning vs CubeWorkday Adaptive Planning vs DatarailsWorkday Adaptive Planning vs JedoxWorkday Adaptive Planning vs PigmentCube vs DatarailsCube vs JedoxCube vs PigmentDatarails vs JedoxDatarails vs PigmentJedox vs Pigment
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% negative40%
Key
01Anaplan30%
Anaplan30%02Oracle Fusion Cloud EPM24%
Oracle Fusion Cloud EPM24%03OneStream19%
OneStream19%04Workday Adaptive Planning7%
Workday Adaptive Planning7%05SAP Analytics Cloud0%
SAP Analytics Cloud0%06Board0%
Board0%07Planful0%
Planful0%08CCH Tagetik0%
CCH Tagetik0%09IBM Planning Analytics0%
IBM Planning Analytics0%10Jedox0%
Jedox0%11Prophix0%
Prophix0%12Vena0%
Vena0%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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Anaplan27%
18 of 67 labels negative · 12 of 14 models · 2 hard negative
“What to Avoid for Predictable Costs ... Pricing varies by use case and data volume, making it unpredictable as you scale” Kimi K2, budget prompt
Oracle Fusion Cloud EPM24%
15 of 63 labels negative · 11 of 14 models · 1 hard negative
“large enterprises should be cautious about or may want to avoid the following EPM ... platforms” Mistral Small, negative prompt
Vena50%
10 of 20 labels negative · 10 of 14 models · 3 hard negative
“**Excel-based EPM tools** such as **Vena** and **Datarails** if you need broad enterprise scalability... often lack the scalability required for large enterprises.” Perplexity Sonar, negative prompt
Workday Adaptive Planning18%
9 of 49 labels negative · 9 of 14 models
“Adaptive Insights is routinely used by business units within large firms rather than as a single, enterprise-wide consolidation and planning hub.” Muse Glimmer 30B, negative 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
78 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. 1170 links across 297 sites, every framing counted. Ranked by the number of answers carrying the site or page. 35 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 · Drivetrain40 answers · 46 citations · 12 models
vendor site · OneStream34 answers · 57 citations · 13 models
vendor site · PeopleGoal32 answers · 32 citations · 12 models
vendor site · Oracle26 answers · 42 citations · 10 models
25 answers · 25 citations · 11 models
19 answers · 25 citations · 8 models
18 answers · 20 citations · 8 models
17 answers · 23 citations · 8 models
17 answers · 17 citations · 9 models
16 answers · 19 citations · 9 models
15 answers · 31 citations · 7 models
15 answers · 15 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.
38 answers · 12 models
25 answers · 11 models
25 answers · 11 models
17 answers · 9 models
16 answers · 8 models
15 answers · 9 models
14 answers · 8 models
14 answers · 8 models
13 answers · 8 models
12 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best epm software”, “epm platforms”, “epm 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 |
|---|---|---|---|---|---|---|---|---|
| Anaplan anaplan.com | 30% | 491 | 18,100 | 532 | 78,179 | 31 | 4 | |
| Oracle Fusion oracle.com Oracle Fusion Cloud EPM 24% | 24% | 273 | 260 | 0 | 7,410,638 company | $247 | 101 | 1 |
| OneStream onestream.com | 19% | 478 | 12,100 | 703 | 32,233 | $36 | 120 | 2 |
| Workday workday.com Workday Adaptive Planning 7%, Workday 2%, Workday Performance Management 2% | 11% | 407 | 1,220,000 | 23,848 | 2,213,450 company | 80 | 5 | |
| Betterworks betterworks.com | 4% | 10 | 3,600 | 21 | 12,379 | 0 | ||
| SAP SuccessFactors sap.com SAP SuccessFactors 2%, SAP S/4HANA Group Reporting 2%, SAP Analytics Cloud 0% | 4% | 81 | 6,600 | 445 | 2,214,514 | $1,251 | 23 | |
| Pigment pigment.com | 2% | 165 | 49,500 | 25,645 | 12,248 | 22 | 8 | |
| Workday parent site Workday Performance 2% | 2% | 2 | 1,220,000 | 23,848 | ||||
| Oracle parent site Oracle Primavera Cloud 2% | 2% | 2 | 450,000 | 66,611 | ||||
| ProofHub proofhub.com | 2% | 3 |
Google's top ten for the three searches hold 24 sites; 4 of them are among the sites the models cited here (drivetrain.ai, gartner.com, onestream.com, oracle.com). The first result for “best epm software” is peoplemanagingpeople.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 EPM software for an enterprise B2B company?”Paraphrase“Which corporate performance management platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade EPM platforms and how do they differ?”Budget-constrained“What is the best EPM software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a EPM software. What should we look at?”Negative“Which EPM platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Oracle Fusion Cloud EPMBetterworksChangedOneStreamWorkday Adaptive Planningagainst: Anaplanno first choiceagainst: Anaplan, Datarails, Jedox, Oracle Fusion Cloud EPM, Workday Adaptive Planning
Four alternatives
Anaplan, Drivetrain, Jedox, VenaFour alternatives
Anaplan, OneStream, SAP SuccessFactors, WorkdayFive alternatives
Anaplan, Drivetrain, Oracle Fusion Cloud EPM, Vena, Workday Adaptive PlanningOne alternative
OneStreamGPT-5.4 miniAnaplan, OneStreamagainst: Workday Adaptive PlanningOneStreamChangedOracle Fusion Cloud EPMOracle Fusion Cloud EPMno first choicenothing named
One alternative
Oracle Fusion Cloud EPMTwo alternatives
Anaplan, Workday Adaptive PlanningFour alternatives
Anaplan, IBM Planning Analytics, SAP Analytics Cloud, Workday Adaptive PlanningTwo alternatives
OneStream, Workday Adaptive PlanningGemini 3.5 FlashAnaplan, Pigmentagainst: Oracle Fusion Cloud EPM, SAP Analytics CloudBetterworks, OneStreamChangedagainst: Workday HCM / SAP SuccessFactorsno first choiceOracle Fusion Cloud EPMagainst: Anaplanno first choiceagainst: Anaplan, Cube, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Prophix, SAP BPC, Solver, Vena, Workday Adaptive Planning
Two alternatives
OneStream, Workday Adaptive PlanningThree alternatives
Anaplan, Lattice, Workday Adaptive PlanningSix alternatives
Anaplan, OneStream, Oracle Fusion Cloud EPM, Pigment, SAP Analytics Cloud, Workday Adaptive PlanningTwo alternatives
Board, OneStreamPerplexity SonarOracle Fusion Cloud EPMWorkday PerformanceChangedOracle Fusion Cloud EPMagainst: BlackLineOracle Fusion Cloud EPMno first choiceagainst: Anaplan, CCH Tagetik, Datarails, OneStream, Oracle Fusion Cloud EPM, SAP S/4HANA Group Reporting, Vena, Workday Adaptive Planning
Four alternatives
Anaplan, OneStream, Pigment, PlanfulFour alternatives
Anaplan, Oracle HCM Cloud, Planful, SAP SuccessFactorsSix alternatives
Anaplan, CCH Tagetik, OneStream, SAP Analytics Cloud, SAP Enterprise Performance Management, Workday Adaptive PlanningTwo alternatives
Anaplan, OneStreamGrok 4.1 Fastno first choiceOneStreamChangedno first choiceWrikeagainst: Broadcom Clarity, Oracle Primavera P6, Planisware, Planview Enterprise One, Workfrontno first choiceagainst: Anaplan, Hyperion on-prem, Jedox, Oracle Fusion Cloud EPM, Prophix, SAP BPC, Spreadsheets, Vena, Workday Adaptive Planning
Four alternatives
Anaplan, OneStream, Oracle Fusion Cloud EPM, Workday Adaptive PlanningFour alternatives
Anaplan, CCH Tagetik, Oracle Fusion Cloud EPM, Workday Adaptive PlanningTwo alternatives
Celoxis, Microsoft Project for the WebMistral SmallAnaplan, Oracle Fusion Cloud EPMAnaplanChangedno first choiceAnaplanno first choiceagainst: Anaplan, Datarails, Jedox, Oracle Fusion Cloud EPM, Vena
Three alternatives
IBM Planning Analytics, SAP Analytics Cloud, Workday Adaptive PlanningTwo alternatives
Mosaic, WorkivaSix alternatives
Anaplan, IBM Planning Analytics, OneStream, Oracle Fusion Cloud EPM, SAP BPC, Workday Adaptive PlanningFour alternatives
Oracle Fusion Cloud EPM, Planful, SAP Analytics Cloud, VenaDeepSeek V4 FlashAnaplan, OneStreamWorkday Performance ManagementChangedno first choiceno first choiceno first choiceagainst: Board, Planful, Prophix, SAP Analytics Cloud, Vena
Six alternatives
Jedox, Oracle Fusion Cloud EPM, Pigment, SAP Analytics Cloud, Vena, Workday Adaptive PlanningThree alternatives
Betterworks, OneStream, SAP SuccessFactorsLlama 4 MaverickAnaplan, OneStreamno first choiceChangedno first choiceno first choiceAnaplanagainst: Anaplan, Datarails, Oracle Fusion Cloud EPM, Vena
Three alternatives
Jedox, Oracle Fusion Cloud EPM, VenaThree alternatives
Betterworks, Drivetrain, LatticeThree alternatives
BlackLine, Oracle Fusion Cloud EPM, TrintechQwen 3.7 FlashAnaplanWorkday Adaptive PlanningChangedOneStream, Oracle Fusion Cloud EPMOracle Fusion Cloud EPM, SAP S/4HANA Group Reportingagainst: Anaplan, OneStream, Pigment, Planfulno first choiceagainst: Anaplan, Datanomix, IBM Planning Analytics, MicroStrategy, Microsoft Dynamics 365 General Ledger, Oracle Hyperion, Oracle NetSuite, SAP BusinessObjects, SAP S/4HANA, Tableau, Vena
Four alternatives
OneStream, Oracle Fusion Cloud EPM, Vena, Workday Adaptive PlanningFour alternatives
Anaplan, Betterworks, Lattice, OneStreamTwo alternatives
Anaplan, Workday Adaptive PlanningOne alternative
Microsoft Dynamics 365 FinanceKimi K2OneStreamSAP SuccessFactorsChangedOracle Fusion Cloud EPMagainst: IBM Planning AnalyticsOneStreamagainst: Anaplan, IBM Planning Analytics, Oracle Fusion Cloud EPMAnaplan, Oracle Fusion Cloud EPM, Workday Adaptive Planningagainst: Datarails, Prophix, Venaagainst: Anaplan, Cartesis, IBM Planning Analytics, Longview Khalix, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP BPC
Three alternatives
Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive PlanningFour alternatives
Culture Amp, Lattice, Oracle Cloud HCM, WorkdayFive alternatives
Anaplan, BlackLine, OneStream, SAP, Workday Adaptive PlanningOne alternative
Workday Adaptive PlanningOne alternative
OneStreamGLM 4.7 FlashXAnaplan, Oracle Fusion Cloud EPMWorkdayChangedOneStreamOracle Primavera Cloudagainst: Microsoft Project Onlineno first choiceagainst: Anaplan, Datarails, Legacy Enterprise Planning & Budgeting Cloud, Legacy Oracle Planning & Budgeting Cloud, Legacy Oracle Planning & Budgeting Cloud with Plus One, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP BPC, Vena, Workday Adaptive Planning
Five alternatives
Board, OneStream, Planful, SAP Analytics Cloud, Workday Adaptive PlanningTwo alternatives
Anaplan, SAP SuccessFactorsFour alternatives
IBM Planning Analytics, Oracle Fusion Cloud EPM, Prophix, SAP Enterprise Performance ManagementTwo alternatives
CCH Tagetik, OneStreamMiniMax M2.5Anaplan, Oracle Fusion Cloud EPMAnaplan, Oracle Fusion Cloud EPMHeldno first choiceProofHubagainst: Anaplan, Microsoft Planner, Oracle Fusion Cloud EPM, SAPno first choiceagainst: Anaplan, Oracle Fusion Cloud EPM, SAP Enterprise Performance Management, Workday Adaptive Planning
Five alternatives
Board, Planful, SAP Analytics Cloud, SAP BPC, Workday Adaptive PlanningTwo alternatives
Cube, ProphixGPT-6 LunaAnaplanOneStreamChangedOneStream, Oracle Fusion Cloud EPMWorkday Adaptive Planningagainst: OneStreamno first choiceagainst: Anaplan, Oracle Fusion Cloud EPM, Oracle Hyperion 11.1.2.x, Planful, SAP, SAP BPC 10.1 for the Microsoft platform, Workday Adaptive Planning
Three alternatives
OneStream, Oracle Fusion Cloud EPM, Workday Adaptive PlanningThree alternatives
Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive PlanningFour alternatives
Anaplan, IBM Planning Analytics, SAP Analytics Cloud, Workday Adaptive PlanningOne alternative
Oracle Fusion Cloud EPMMuse Glimmer 30BAnaplan, Oracle Fusion Cloud EPMAnaplanChangedno first choiceOneStream, Oracle Fusion Cloud EPMagainst: Anaplanno first choiceagainst: Anaplan, Jedox, Oracle Fusion Cloud EPM, Prophix, Vena, Workday Adaptive Planning
Two alternatives
OneStream, Workday Adaptive PlanningFour alternatives
Betterworks, Oracle Fusion Cloud EPM, Workday Adaptive Planning, Workday PerformanceTwo alternatives
SAP Analytics Cloud, Workday Adaptive PlanningBold 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 08:38 | yes | 9 | 17 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:07 | yes | 2 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:38 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:12 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:33 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:09 | yes | 9 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:58 | yes | 24 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:39 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:18 | yes | 19 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:10 | yes | 16 | 148 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:12 | yes | 14 | 80 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:51 | yes | 24 | 45 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:46 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:48 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:50 | yes | 7 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:21 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:27 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:58 | yes | 22 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:23 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:27 | yes | 18 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:50 | yes | 19 | 72 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:22 | yes | 14 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:47 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:14 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:04 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:09 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:50 | yes | 19 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:44 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:16 | yes | 25 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:07 | yes | 15 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:46 | yes | 24 | 11 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:10 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:15 | yes | 8 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:29 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:06 | yes | 23 | 58 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:14 | yes | 15 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:18 | yes | 7 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:12 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:23 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:25 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:28 | yes | 18 | 37 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:52 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:37 | yes | 24 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:20 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:06 | yes | 24 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:49 | yes | 23 | 82 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:03 | yes | 20 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:12 | yes | 25 | 163 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:56 | yes | 17 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:50 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:13 | yes | 22 | 51 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:23 | yes | 19 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:11 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:28 | yes | 16 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:17 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:22 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:28 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:52 | yes | 21 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:58 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:57 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:04 | yes | 22 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 18 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 5 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:15 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:55 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:01 | yes | 6 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:17 | yes | 24 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:00 | yes | 24 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:38 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:12 | yes | 11 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:44 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:15 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:58 | no | 0 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:40 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:37 | yes | 23 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:23 | yes | 20 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:37 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:27 | yes | 22 | 38 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 (Workday) read as Workday Adaptive Planning
IBM read as IBM Planning Analytics
Oracle read as Oracle Fusion Cloud EPM
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle EPM read as Oracle Fusion Cloud EPM
Oracle EPM (Oracle Fusion Cloud EPM) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud read as Oracle Fusion Cloud EPM
Oracle EPM Cloud (including Hyperion) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud (now Oracle Fusion EPM) read as Oracle Fusion Cloud EPM
Planview read as Planview Enterprise One
Prophix One read as Prophix
SAP BPC read as SAP BPC
SAP BPC (Business Planning and Consolidation) read as SAP BPC
SAP Group Reporting read as SAP S/4HANA Group Reporting
Vena Solutions read as Vena
Workday Adaptive read as Workday Adaptive Planning
Unresolved, counted raw
Broadcom Clarity
Cubi
Datanomix
EPBCS (Enterprise Planning and Budgeting Cloud)
Hyperion on-prem
Legacy Enterprise Planning & Budgeting Cloud
Legacy Oracle Planning & Budgeting Cloud
Legacy Oracle Planning & Budgeting Cloud with Plus One
Microsoft Dynamics 365 General Ledger
Microsoft Planner
Microsoft Project Online
Oracle Cloud HCM
Oracle HCM Cloud
Oracle Hyperion 11.1.2.x
SAP BPC 10.1 for the Microsoft platform
WorkBoard
Workday HCM / SAP SuccessFactors (Performance Modules)
Workday Performance Management
Workday Talent
Workfront
Discontinued, still offered
No shut-down product was recommended here.