Index › Finance › Planning and analysis › Corporate performance ma › Enterprise · September 2026 Edition
Corporate performance management for enterprise buyers
Asked as “EPM software”, and as “corporate performance management platform”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven 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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Planful vs PigmentPlanful vs CubePlanful vs JedoxPlanful vs AnaplanVena vs ProphixVena vs Workday Adaptive PlanningVena vs PigmentVena vs CubeVena vs JedoxVena vs AnaplanProphix vs Workday Adaptive PlanningProphix vs PigmentProphix vs CubeProphix vs JedoxProphix vs AnaplanWorkday Adaptive Planning vs PigmentWorkday Adaptive Planning vs CubeWorkday Adaptive Planning vs JedoxWorkday Adaptive Planning vs AnaplanPigment vs CubePigment vs JedoxPigment vs AnaplanCube vs JedoxCube vs AnaplanJedox vs Anaplan
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
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01OneStream30%
OneStream30%02Anaplan30%
Anaplan30%03Oracle Fusion Cloud EPM17%
Oracle Fusion Cloud EPM17%04Workday Adaptive Planning4%
Workday Adaptive Planning4%05SAP Analytics Cloud2%
SAP Analytics Cloud2%06Planful2%
Planful2%07Board0%
Board0%08Pigment0%
Pigment0%09CCH Tagetik0%
CCH Tagetik0%10IBM Planning Analytics0%
IBM Planning Analytics0%11Vena0%
Vena0%12SAP BPC0%
SAP BPC0%13Oracle Hyperion0%
Oracle Hyperion0%What they warned about
One of twelve 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, 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.
Oracle Fusion Cloud EPM28%
14 of 50 labels negative · 10 of 12 models · 1 hard negative
“avoid platforms that demand heavy custom-model maintenance (e.g., Anaplan, Oracle EPM Cloud)” MiniMax M2.5, negative prompt
Anaplan28%
16 of 57 labels negative · 9 of 12 models · 2 hard negative
“Avoid defaulting to Anaplan or Workday Adaptive if cost predictability across thousands of users is your top priority” DeepSeek V4 Flash, budget prompt
Vena50%
9 of 18 labels negative · 9 of 12 models · 2 hard negative
“Excel-based EPM Tools (e.g., Vena, Datarails) ... often lack the scalability required for large enterprises” Mistral Small, negative prompt
Workday Adaptive Planning20%
10 of 50 labels negative · 8 of 12 models · 2 hard negative
“can feel "lightweight" for global enterprises. Reddit threads note teams abandoning it for more robust tools like Anaplan” Grok 4.20, negative 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. 1128 links across 281 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Drivetrain47 answers · 50 citations · 11 models
28 answers · 55 citations · 9 models
25 answers · 26 citations · 11 models
23 answers · 25 citations · 9 models
vendor site · OneStream22 answers · 33 citations · 7 models
22 answers · 22 citations · 11 models
19 answers · 20 citations · 9 models
vendor site · Oracle18 answers · 26 citations · 8 models
vendor site · PeopleGoal18 answers · 19 citations · 10 models
18 answers · 18 citations · 6 models
15 answers · 42 citations · 7 models
vendor site · Board15 answers · 16 citations · 5 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.
42 answers · 11 models
21 answers · 11 models
18 answers · 6 models
18 answers · 10 models
17 answers · 7 models
16 answers · 8 models
14 answers · 7 models
13 answers · 8 models
12 answers · 4 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 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 |
|---|---|---|---|---|---|---|---|---|
| OneStream onestream.com | 30% | 553 | 12,100 | 703 | 32,233 | $36 | 120 | 2 |
| Anaplan anaplan.com | 30% | 483 | 18,100 | 532 | 78,179 | 31 | 4 | |
| Oracle Fusion oracle.com Oracle Fusion Cloud EPM 17%, Oracle Fusion Cloud HCM/EPM 0% | 17% | 326 | 260 | 0 | 7,410,638 company | $247 | 101 | 1 |
| Workday workday.com Workday Adaptive Planning 4%, Workday Performance Management 2%, Workday 2% | 9% | 430 | 1,220,000 | 23,848 | 2,213,450 company | 80 | 5 | |
| Betterworks betterworks.com | 4% | 6 | 3,600 | 21 | 12,379 | 0 | ||
| SAP Analytics Cloud sap.com SAP Analytics Cloud 2%, SAP Enterprise Performance Management 0% | 2% | 111 | 1,300 | 133 | 2,214,514 | $1,251 | 23 | |
| Drivetrain drivetrain.ai | 2% | 55 | 18,100 | 2,818 | 8,983 | $134 | 1 | 3 |
| Planful planful.com | 2% | 357 | 3,600 | 685,726 | 58,997 | $137 | 120 | |
| Limelight golimelight.com | 2% | 49 | 49,500 | 4,546 | 4,750 | 0 | ||
| Workiva workiva.com | 2% | 490 | 22,200 | 524 | 58,186 | $23 | 64 |
Google's top ten for the three searches hold 24 sites; 5 of them are among the sites the models cited here (drivetrain.ai, gartner.com, onestream.com, oracle.com, peoplemanagingpeople.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 4.5OneStreamBetterworksChangedagainst: SAP SuccessFactors, WorkdayAnaplan, OneStream, Oracle Fusion Cloud EPMAnaplan, OneStreamagainst: Oracle Fusion Cloud EPM, SAPno first choiceagainst: Anaplan, Datarails, Oracle Fusion Cloud EPM, Vena
Five alternatives
Anaplan, CCH Tagetik, Oracle Fusion Cloud EPM, SAP Enterprise Performance Management, Workday Adaptive PlanningOne alternative
LatticeSeven alternatives
CCH Tagetik, Drivetrain, Pigment, Prophix, SAP Enterprise Performance Management, Vena, Workday Adaptive PlanningGPT-5.4 miniOneStream, Oracle Fusion Cloud EPMOracle Fusion Cloud EPMChangedOneStream, Oracle Fusion Cloud EPMOracle Fusion Cloud EPMno first choicenothing named
Two alternatives
Anaplan, Workday Adaptive PlanningTwo alternatives
Anaplan, BoardSix alternatives
Anaplan, IBM Planning Analytics, SAP Analytics Cloud, SAP BPC, SAP Group Reporting, Workday Adaptive PlanningThree alternatives
Pigment, Planful, Workday Adaptive PlanningGemini 3.5 FlashAnaplanOneStreamChangedagainst: Oracle Hyperion, SAP SuccessFactors, Workday HCMno first choiceOneStreamagainst: Anaplan, Asana, BeyondTrust, CyberArk, Monday.com, Workday Adaptive Planning, Wrikeno first choiceagainst: Anaplan, Centage, Cube, IBM Planning Analytics, Oracle Hyperion, Pigment, Planful, Prophix, SAP BPC, Vena, Workday Adaptive Planning
Three alternatives
OneStream, Pigment, Workday Adaptive PlanningFour alternatives
Anaplan, Betterworks, Lattice, Workday Adaptive PlanningSix alternatives
Anaplan, OneStream, Oracle Fusion Cloud EPM, Pigment, SAP Analytics Cloud, Workday Adaptive PlanningFive alternatives
ManageEngine Application Control Plus, Microsoft Intune EPM, Oracle Fusion Cloud EPM, ProofHub, SmartsheetPerplexity SonarAnaplan, OneStreamWorkday Performance ManagementChangedno first choiceOracle Fusion Cloud EPMno first choiceagainst: Anaplan, Cartesis, Datarails, IBM Planning Analytics, Longview Khalix, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Planful, Prophix, SAP BPC, Vena, Workday Adaptive Planning
Three alternatives
Board, Drivetrain, Oracle Fusion Cloud EPMOne alternative
BetterworksTwo alternatives
Anaplan, OneStreamGrok 4.20OneStreamWorkdayChangedOracle Fusion Cloud EPMOracle Fusion Cloud EPMagainst: AnaplanAnaplan, OneStreamagainst: Anaplan, Datarails, Jedox, Oracle Fusion Cloud EPM, Vena, Workday Adaptive Planning
Three alternatives
Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive PlanningFour alternatives
Anaplan, OneStream, Oracle Fusion Cloud HCM/EPM, SAP SuccessFactorsFour alternatives
Anaplan, OneStream, SAP Analytics Cloud, Workday Adaptive PlanningThree alternatives
CCH Tagetik, OneStream, Workday Adaptive PlanningMistral SmallAnaplanAnaplan, OneStreamChangedAnaplanno first choiceno first choiceagainst: Datarails, Oracle Fusion Cloud EPM, Vena
Four alternatives
OneStream, Oracle Fusion Cloud EPM, SAP Enterprise Performance Management, Workday Adaptive PlanningOne alternative
BetterworksNine alternatives
IBM Planning Analytics, Infor CloudSuite EPM, OneStream, Oracle Fusion Cloud EPM, Pigment, Planful, SAP Analytics Cloud, Vena, Workday Adaptive PlanningDeepSeek V4 FlashAnaplanAnaplanHeldno first choiceagainst: SAP Analytics CloudOracle Fusion Cloud EPMagainst: Anaplan, Workday Adaptive Planningno first choiceagainst: Anaplanagainst: Anaplan, Cartesis, IBM Planning Analytics, Longview Khalix, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP Analytics Cloud, SAP BPC, Workday Adaptive Planning
Four alternatives
Board, OneStream, Oracle Fusion Cloud EPM, Workday Adaptive PlanningOne alternative
OneStreamOne alternative
OneStreamFour alternatives
OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud, Workday Adaptive PlanningLlama 4 Maverickno first choiceAnaplan, Workday Adaptive Planning, WorkivaChangedDrivetrainno first choiceAnaplanagainst: Anaplan, Datarails, Oracle Fusion Cloud EPM, Vena, Workday Adaptive Planning
Three alternatives
Anaplan, Jedox, VenaThree alternatives
OneStream, Oracle Fusion Cloud EPM, PigmentQwen 3.7 FlashWorkday Adaptive PlanningAnaplanChangedno first choiceLimelightagainst: Anaplan, OneStream, Oracle Fusion Cloud EPMno first choiceagainst: Acumatica, Anaplan, IBM Planning Analytics, NetSuite OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud, SAP BPC, Salesforce, ServiceNow, Workday Adaptive Planning
Three alternatives
Anaplan, OneStream, Oracle Fusion Cloud EPMFive alternatives
Betterworks, Lattice, OneStream, Workday Adaptive Planning, Workday Performance ManagementThree alternatives
Oracle Hyperion, Vena, Workday Adaptive PlanningKimi K2Anaplan, OneStreamBetterworksChangedagainst: LatticeOracle Fusion Cloud EPMOneStreamagainst: Anaplan, Workday Adaptive Planningno first choiceagainst: Anaplan, Datarails, IBM Planning Analytics, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP BPC, SAP Group Reporting, Vena
Three alternatives
Oracle Fusion Cloud EPM, SAP Analytics Cloud, Workday Adaptive PlanningTwo alternatives
SAP SuccessFactors, Workday Performance ManagementEight alternatives
Anaplan, Board, CCH Tagetik, OneStream, Prophix, SAP Analytics Cloud, SAP BPC, Workday Adaptive PlanningThree alternatives
Oracle Fusion Cloud EPM, Planful, SAP Analytics CloudGLM 4.7 FlashXDrivetrainOneStreamChangedno first choicePlanfulagainst: OneStream, Oracle Fusion Cloud EPMno first choiceagainst: Jedox, Oracle Fusion Cloud EPM, Prophix, Vena, Workday Adaptive Planning
Four alternatives
Anaplan, OneStream, Pigment, Planview Enterprise OneTwo alternatives
Anaplan, WorkivaTwo alternatives
Vena, Workday Adaptive PlanningMiniMax M2.5Oracle Fusion Cloud EPMAnaplanChangedno first choiceOneStream, SAP Analytics Cloudagainst: Anaplan, Oracle Fusion Cloud EPMAnaplan, OneStream, Oracle Fusion Cloud EPMagainst: Planful, SAP Analytics Cloudagainst: Anaplan, Datarails, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP BPC, Vena
Three alternatives
Anaplan, SAP Analytics Cloud, Workday Adaptive PlanningSix alternatives
CCH Tagetik, IBM Planning Analytics, OneStream, Oracle Hyperion, SAP BPC, Workday Adaptive PlanningOne alternative
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.
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 21:00 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:59 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:40 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:43 | yes | 20 | 6 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 19:40 | yes | 36 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:14 | yes | 13 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:25 | yes | 22 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:37 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:55 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:37 | yes | 14 | 52 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:16 | yes | 21 | 252 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:29 | yes | 13 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:34 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:09 | yes | 3 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:03 | yes | 17 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:41 | yes | 18 | 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 17:58 | yes | 40 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:00 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:17 | yes | 14 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:46 | yes | 14 | 73 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:50 | yes | 17 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:00 | yes | 28 | 96 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:59 | no | 0 | 49 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:19 | yes | 13 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:09 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 20 | 69 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:01 | yes | 20 | 17 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 18:02 | yes | 29 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:02 | yes | 9 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:22 | yes | 19 | 83 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:56 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:18 | yes | 5 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:33 | yes | 14 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:48 | yes | 15 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:24 | yes | 25 | 59 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 14 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:22 | yes | 6 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:59 | yes | 24 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:57 | yes | 20 | 5 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 20:02 | yes | 39 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:32 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:59 | yes | 28 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:58 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:36 | yes | 24 | 66 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:51 | yes | 25 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:13 | yes | 26 | 74 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:06 | yes | 21 | 59 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:47 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:54 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:39 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:00 | yes | 20 | 13 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 19:47 | yes | 19 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:00 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:25 | yes | 30 | 92 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:00 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:55 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:13 | yes | 24 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:32 | yes | 15 | 85 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:09 | yes | 13 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:01 | yes | 25 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:05 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:13 | yes | 28 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:19 | yes | 17 | 11 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 21:03 | yes | 22 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:21 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:58 | yes | 34 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:36 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:10 | yes | 5 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:15 | yes | 30 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:00 | yes | 34 | 273 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:32 | yes | 24 | 82 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
Adaptive Insights (Workday) read as Workday Adaptive Planning
Adaptive Insights (now part of Workday) read as Workday Adaptive Planning
Hyperion Financial Management read as Oracle Hyperion
Hyperion Planning read as Oracle Hyperion
Microsoft Intune Endpoint Privilege Management (EPM) read as Microsoft Intune EPM
Oracle read as Oracle Fusion Cloud EPM
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle Cloud EPM (Hyperion successor) read as Oracle Fusion Cloud EPM
Oracle Cloud EPM (Hyperion/FCCS/EPBCS) read as Oracle Fusion Cloud EPM
Oracle EPM read as Oracle Fusion Cloud EPM
Oracle EPM Cloud read as Oracle Fusion Cloud EPM
Oracle EPM Cloud (EPBCS) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud (Fusion Cloud EPM) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud (formerly Hyperion) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud suite read as Oracle Fusion Cloud EPM
Oracle Hyperion HFM read as Oracle Hyperion
SAP BPC read as SAP BPC
SAP BPC (Business Planning & Consolidation) read as SAP BPC
SAP BPC (Business Planning and Consolidation) read as SAP BPC
SAP BPC (now part of SAP EPM / SAP Analytics Cloud) read as SAP BPC
Vena Solutions read as Vena
Wolters Kluwer (CCH Tagetik) read as CCH Tagetik
Wolters Kluwer CCH Tagetik read as CCH Tagetik
Workday Adaptive read as Workday Adaptive Planning
Workday Performance read as Workday Performance Management
Workday Performance Module read as Workday Performance Management
Unresolved, counted raw
Asana Portfolio
Clarity PPM
Infor CloudSuite EPM
ManageEngine Application Control Plus
NetSuite OneStream (or NetSuites native EPM modules)
ONES.com
Oracle Fusion Cloud HCM
Oracle Fusion Cloud HCM/EPM
ServiceNow PPM
ServiceNow Strategic Portfolio Management
Workday HCM
monday Work Management
Discontinued, still offered
No shut-down product was recommended here.