Corporate performance management
Asked as “EPM software”, and as “corporate performance management platform”, on behalf of a mid-market B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
29%
Contested · Prophix 12%
29Planful12Prophix12Vena48others
29% 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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.
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
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Planful29%
Planful29%02Vena12%
Vena12%03Prophix12%
Prophix12%04Workday Adaptive Planning12%
Workday Adaptive Planning12%05Pigment5%
Pigment5%06Cube5%
Cube5%07Jedox2%
Jedox2%08Anaplan2%
Anaplan2%09Drivetrain0%
Drivetrain0%10OneStream0%
OneStream0%11SAP Analytics Cloud0%
SAP Analytics Cloud0%12Oracle Fusion Cloud EPM0%
Oracle Fusion Cloud EPM0%What they warned about
Four of twelve models held their first choice under the paraphrase. Gemini 3.5 Flash, 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.
Anaplan56%
23 of 41 labels negative · 10 of 12 models · 4 hard negative
“you generally want to avoid heavy enterprise platforms like Anaplan or Oracle (which cost tens of thousands annually)” Qwen 3.7 Flash, budget prompt
Oracle Fusion Cloud EPM50%
17 of 34 labels negative · 10 of 12 models · 3 hard negative
“you generally want to avoid heavy enterprise platforms like Anaplan or Oracle (which cost tens of thousands annually)” Qwen 3.7 Flash, budget prompt
OneStream31%
9 of 29 labels negative · 8 of 12 models · 1 hard negative
“Avoid large enterprise platforms like Anaplan or OneStream if budget is the main constraint” Perplexity Sonar, budget prompt
Workday Adaptive Planning27%
11 of 41 labels negative · 7 of 12 models · 1 hard negative
“Avoid: Enterprise platforms like Anaplan or Workday Adaptive ... they're overkill and significantly more expensive” Kimi K2, paraphrase 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
62 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. 939 links across 224 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Drivetrain36 answers · 42 citations · 11 models
27 answers · 43 citations · 10 models
24 answers · 29 citations · 10 models
21 answers · 21 citations · 11 models
20 answers · 21 citations · 9 models
20 answers · 20 citations · 9 models
19 answers · 19 citations · 11 models
vendor site · PeopleGoal18 answers · 18 citations · 7 models
vendor site · Cubesoftware16 answers · 18 citations · 10 models
15 answers · 32 citations · 8 models
14 answers · 32 citations · 9 models
vendor site · G214 answers · 27 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.
34 answers · 11 models
20 answers · 9 models
20 answers · 9 models
18 answers · 10 models
17 answers · 11 models
15 answers · 9 models
15 answers · 7 models
13 answers · 10 models
11 answers · 7 models
11 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Planful planful.com | 29% | 357 | 3,600 | 685,726 | 58,997 | $137 | 120 | |
| Vena venasolutions.com | 12% | 404 | 12,100 | 3,928 | 62,294 | $13,792 | 58 | |
| Prophix prophix.com | 12% | 249 | 1,600 | 41 | 14,138 | $109 | 103 | |
| Workday workday.com Workday Adaptive Planning 12% | 12% | 430 | 1,220,000 | 23,848 | 2,213,450 company | 80 | 5 | |
| Pigment pigment.com | 5% | 198 | 49,500 | 25,645 | 12,248 | 22 | 8 | |
| Cube cubesoftware.com | 5% | 304 | 90,500 | 152,613 | 168,764 | 13 | 1 | |
| deFacto Global defactoglobal.com | 5% | 5 | ||||||
| Jedox jedox.com | 2% | 44 | 720 | 3 | 9,363 | $14 | 18 | 9 |
| Clockwork clockwork.ai | 2% | 24 | 27,100 | 7,178 | 463 | 4 | ||
| Microsoft's EPM option | 2% |
Google's top ten for the three searches hold 24 sites; 5 of them are among the sites the models cited here (cubesoftware.com, drivetrain.ai, gartner.com, peoplemanagingpeople.com, reddit.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 a mid-market B2B company?”Paraphrase“Which corporate performance management platform would you recommend to a mid-sized B2B company?”Comparative“What are the top EPM platforms and how do they differ?”Budget-constrained“What is the best EPM software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a EPM software. What should we look at?”Negative“Which EPM platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldOneStreamagainst: AnaplanVenaagainst: Planfulno first choiceagainst: Oracle Hyperion
Five alternatives
Drivetrain, Oracle Fusion Cloud EPM, Pigment, Planful, VenaOne alternative
CubeGPT-5.4 miniWorkday Adaptive Planningagainst: Oracle NetSuiteWorkday Adaptive PlanningHeldOracle Fusion Cloud EPMWorkday Adaptive Planningagainst: OneStream, Oracle Fusion Cloud EPM, SAP Enterprise Performance Managementno first choicenothing named
Two alternatives
OneStream, Oracle Fusion Cloud EPMTwo alternatives
Anaplan, Oracle Fusion Cloud EPMTwo alternatives
Anaplan, Workday Adaptive PlanningOne alternative
Oracle Cloud EPM Planning in its Standard subscriptionGemini 3.5 FlashPigmentagainst: Anaplan, Oracle Fusion Cloud EPMPlanfulChangedagainst: Anaplan, Oracle Fusion Cloud EPMno first choiceagainst: AnaplanClockworkagainst: Oracle Fusion Cloud EPM, Planview Enterprise One, Workday Adaptive Planningno first choiceagainst: Oracle Hyperion, SAP BPCagainst: Anaplan, IBM Planning Analytics, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Planful, Prophix, SAP Analytics Cloud, SAP BPC, Vena, Workday Adaptive Planning
Six alternatives
Cube, Mosaic, NetSuite Planning and Budgeting, Planful, Prophix, VenaFour alternatives
Cube, Mosaic, Pigment, VenaFive alternatives
OneStream, Oracle Fusion Cloud EPM, Pigment, Vena, Workday Adaptive PlanningFour alternatives
Budgyt, Fathom, Jirav, LiveFlowPerplexity SonarPlanfulPlanfulHeldOneStream, Oracle Fusion Cloud EPMagainst: AnaplanMicrosoft's EPM option, PeopleGoalagainst: Anaplan, OneStream, Planful, Workday Adaptive Planningno first choiceagainst: Anaplan, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP BPC
Two alternatives
Drivetrain, ProphixOne alternative
deFacto GlobalSeven alternatives
Jedox, Pigment, Planful, Prophix, SAP Analytics Cloud, Vena, Workday Adaptive PlanningGrok 4.20PlanfulPlanfulHeldagainst: Anaplan, Lattice, Oracle Fusion Cloud EPMno first choicePlanGuruagainst: Anaplan, Apache OFBiz, ERPNext, OneStream, Oracle Fusion Cloud EPM, Workday Adaptive PlanningPlanful, Venaagainst: Anaplan, Axiom, OneStream, Oracle Fusion Cloud EPM, Pigment, Workday Adaptive Planning
Three alternatives
Drivetrain, Prophix, VenaThree alternatives
Prophix, Vena, Workday Adaptive PlanningFour alternatives
Budgyt, Cube, Dryrun, JiravTwo alternatives
OneStream, PigmentMistral SmallPlanfulAnaplan, Workday Adaptive PlanningChangedagainst: Planfulno first choiceJedox, Small Improvementsno first choiceagainst: Workday Peakon Employee Voice
Three alternatives
Cube, Drivetrain, ProphixOne alternative
LatticeThree alternatives
Prophix, Vena, Workday Adaptive PlanningDeepSeek V4 FlashPlanful, ProphixPlanfulChangedagainst: Anaplan, Workday Adaptive PlanningOracle Fusion Cloud EPMVenaWorkday Adaptive Planningagainst: Anaplan, OneStream, Oracle Fusion Cloud EPMagainst: Anaplan, Oracle Fusion Cloud EPM, SAP Analytics Cloud, Workday Adaptive Planning
Five alternatives
Cube, Datarails, Drivetrain, Vena, Workday Adaptive PlanningThree alternatives
Abacum, Prophix, VenaNine alternatives
Anaplan, Board, Drivetrain, Jedox, OneStream, Pigment, SAP Analytics Cloud, Vena, Workday Adaptive PlanningFour alternatives
Admin By Request, Cube, Jedox, LimelightFour alternatives
Jedox, Pigment, Planful, VenaLlama 4 MaverickPlanfuldeFacto GlobalChangedno first choiceno first choiceno first choiceagainst: Anaplan, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP BPC
Four alternatives
Drivetrain, Prophix, Workday Adaptive Planning, deFacto GlobalFour alternatives
Lattice, Mosaic, Vena, Workday Adaptive PlanningQwen 3.7 FlashSonarVenaChangedno first choiceCubeagainst: Anaplan, CyberArk, Oracle Fusion Cloud EPMno first choiceagainst: IBM Cognos, IBM Planning Analytics, Microsoft Dynamics 365 Advanced Financials, NetSuite Planning and Budgeting, Oracle Hyperion, SAP BPC, SAP S/4HANA Embedded Planning
Four alternatives
Anaplan, OneStream, Planful, VenaTwo alternatives
OneStream, Workday Adaptive PlanningEight alternatives
Anaplan, OneStream, Oracle Fusion Cloud EPM, Pigment, Planful, SAP Analytics Cloud, Vena, Workday Adaptive PlanningSix alternatives
Admin By Request, Datarails, Heimdal Security, ManageEngine, Mosaic, Zoho Books / Zoho AnalyticsKimi K2Planful, ProphixVenaChangedagainst: Anaplan, Workday Adaptive Planningno first choiceCubeagainst: Anaplan, Oracle Fusion Cloud EPM, Planful, Venano first choiceagainst: Anaplanagainst: Anaplan, IBM Planning Analytics, Jedox, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Prophix, SAP Analytics Cloud, Vena, Workday Adaptive Planning
Four alternatives
Cube, Drivetrain, OneStream, VenaThree alternatives
Datarails, Planful, ProphixThree alternatives
Datarails, Limelight, ProphixGLM 4.7 FlashXProphixagainst: Workday Adaptive PlanningdeFacto GlobalChangedWrikeagainst: OnePlan, monday AI Workspaceno first choiceno first choiceagainst: Anaplan, EPM Live, OneStream, Oracle Fusion Cloud EPM
Four alternatives
Drivetrain, Limelight, Planful, VenaFive alternatives
Mosaic, Planful, Prophix, Vena, Workday Adaptive PlanningFive alternatives
Asana, Jira, Microsoft Project, Monday.com, SmartsheetMiniMax M2.5Pigment, Planful, ProphixProphixChangedagainst: Anaplan, OneStreamPigmentWaveno first choiceagainst: Anaplan, EPM Live, Oracle Fusion Cloud EPM, Workday Adaptive Planning
Three alternatives
Cube, Drivetrain, Workday Adaptive PlanningThree alternatives
Cube, Lattice, deFacto GlobalSix alternatives
Anaplan, Jedox, OneStream, Oracle Fusion Cloud EPM, Planful, VenaTwo alternatives
Jedox, LimelightBold 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 19:19 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:12 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:06 | yes | 19 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:03 | 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 18:14 | yes | 35 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:40 | yes | 12 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:04 | yes | 16 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:29 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:10 | yes | 9 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:00 | yes | 16 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:26 | yes | 12 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:00 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:29 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:07 | yes | 18 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:15 | yes | 20 | 5 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 20:27 | yes | 25 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:55 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:07 | yes | 21 | 50 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:54 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:02 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:45 | yes | 14 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:10 | yes | 13 | 111 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:27 | yes | 16 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:29 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:33 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:52 | yes | 25 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:01 | yes | 20 | 10 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 19:28 | yes | 29 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:13 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:54 | yes | 18 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:16 | yes | 10 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:46 | yes | 10 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:57 | yes | 13 | 119 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:00 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:45 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:15 | yes | 17 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:40 | yes | 15 | 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 18:24 | yes | 24 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:33 | yes | 11 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:52 | yes | 28 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:01 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:21 | yes | 13 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:13 | yes | 18 | 50 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:22 | yes | 10 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:04 | yes | 15 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:19 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:03 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:20 | yes | 9 | 54 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:54 | yes | 18 | 9 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 19:59 | yes | 13 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:46 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:01 | yes | 29 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:51 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:26 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:54 | yes | 8 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:12 | yes | 13 | 84 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:43 | yes | 5 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:26 | yes | 26 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:47 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 13 | 57 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:15 | yes | 20 | 10 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 20:34 | yes | 40 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:54 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:49 | yes | 22 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:56 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:07 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:02 | yes | 29 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:53 | yes | 22 | 77 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:28 | yes | 24 | 40 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 read as Workday Adaptive Planning
Adaptive Insights (by Workday) read as Workday Adaptive Planning
Axiom Software read as Axiom
BPC read as SAP BPC
Host Analytics read as Planful
NetSuite read as Oracle NetSuite
Oracle read as Oracle Fusion Cloud EPM
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle Cloud EPM (Hyperion) read as Oracle Fusion Cloud EPM
Oracle EPM read as Oracle Fusion Cloud EPM
Oracle EPM (Hyperion) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud read as Oracle Fusion Cloud EPM
Oracle EPM Enterprise read as Oracle Fusion Cloud EPM
Planview read as Planview Enterprise One
Prophix One read as Prophix
Prophix One™ read as Prophix
SAP BPC read as SAP BPC
SAP BPC (On-Premise) read as SAP BPC
Vena Solutions read as Vena
Wolters Kluwer (CCH Tagetik) read as CCH Tagetik
Workday Adaptive read as Workday Adaptive Planning
Unresolved, counted raw
Arcon
Heimdal
Heimdal Security
Infor d/EPM
Microsoft Dynamics 365 Advanced Financials (Planning)
Microsoft's EPM option
Oracle Cloud EPM Planning in its Standard subscription
Peoplebox
SAP S/4HANA Embedded Planning
Sonar
Workday Peakon Employee Voice
Xero Practice Manager
monday AI Workspace
Discontinued, still offered
No shut-down product was recommended here.