Index › Finance › Planning and analysis › Corporate performance ma › Small business · September 2026 Edition
Corporate performance management for small business buyers
Asked as “EPM software”, and as “corporate performance management platform”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
16%
Contested · Vena 14%
16Cube14Vena12Drivetrain58others
16% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
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
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Cube16%
Cube16%02Vena14%
Vena14%03Drivetrain12%
Drivetrain12%04Workday Adaptive Planning11%
Workday Adaptive Planning11%05Datarails9%
Datarails9%06Prophix4%
Prophix4%07Jirav2%
Jirav2%08Planful2%
Planful2%09OneStream0%
OneStream0%10Oracle Fusion Cloud EPM0%
Oracle Fusion Cloud EPM0%11Anaplan0%
Anaplan0%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, DeepSeek V4 Flash, 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 EPM86%
19 of 22 labels negative · 10 of 12 models · 14 hard negative
“Oracle EPM: Comes with a steep learning curve and higher implementation costs, which may be challenging for smaller businesses” Claude Haiku 4.5, negative prompt
Anaplan75%
24 of 32 labels negative · 10 of 12 models · 12 hard negative
“Why to Avoid: It is widely recognized as one of the most powerful but also the most expensive and complex EPM platforms available.” Qwen 3.7 Flash, negative prompt
OneStream88%
15 of 17 labels negative · 9 of 12 models · 10 hard negative
“licensing and implementation costs run high, which can be tough for smaller operations. If your needs are simpler, the cost and complexity will likely outweigh the benefits” Claude Haiku 4.5, negative prompt
Workday Adaptive Planning42%
14 of 33 labels negative · 8 of 12 models · 3 hard negative
“priced/sized for enterprises (~$25k+/yr) and better suited to larger finance orgs” DeepSeek V4 Flash, comparative 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
64 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. 1000 links across 221 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Drivetrain34 answers · 40 citations · 11 models
34 answers · 34 citations · 10 models
29 answers · 31 citations · 9 models
28 answers · 33 citations · 10 models
27 answers · 27 citations · 10 models
26 answers · 35 citations · 10 models
23 answers · 23 citations · 9 models
22 answers · 28 citations · 10 models
22 answers · 22 citations · 10 models
vendor site · PeopleGoal22 answers · 22 citations · 8 models
vendor site · Cubesoftware19 answers · 24 citations · 8 models
19 answers · 20 citations · 8 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 · 10 models
31 answers · 11 models
26 answers · 10 models
25 answers · 9 models
22 answers · 10 models
21 answers · 9 models
21 answers · 8 models
19 answers · 8 models
18 answers · 10 models
18 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 |
|---|---|---|---|---|---|---|---|---|
| Cube cubesoftware.com | 16% | 304 | 90,500 | 152,613 | 168,764 | 13 | 1 | |
| Vena venasolutions.com | 14% | 404 | 12,100 | 3,928 | 62,294 | $13,792 | 58 | |
| Drivetrain drivetrain.ai | 12% | 55 | 18,100 | 2,818 | 8,983 | $134 | 1 | 3 |
| Workday workday.com Workday Adaptive Planning 11% | 11% | 430 | 1,220,000 | 23,848 | 2,213,450 company | 80 | 5 | |
| Datarails datarails.com | 9% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 | 6 |
| Fathom fathomhq.com | 5% | 190 | 90,500 | 6,657 | 74,881 | 38 | ||
| Prophix prophix.com | 4% | 249 | 1,600 | 41 | 14,138 | $109 | 103 | |
| Zoho parent site Zoho People 2%, Zoho Analytics 2% | 4% | 53 | 6,600 | 50 | ||||
| Jirav jirav.com | 2% | 148 | 720 | 15 | 3,780 | 2 | ||
| Planful planful.com | 2% | 357 | 3,600 | 685,726 | 58,997 | $137 | 120 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (cubesoftware.com, drivetrain.ai, 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 a small B2B company?”Paraphrase“Which corporate performance management platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top EPM platforms for a small team and how do they differ?”Budget-constrained“What is the best EPM software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a EPM software. What should we look at?”Negative“Which EPM platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choice15FiveChangedVenaProphixagainst: Anaplan, Oracle Fusion Cloud EPM, Planfulno first choiceagainst: OneStream, Oracle Fusion Cloud EPM, SAP Enterprise Performance Management
Three alternatives
BambooHR, PerformYard, Small ImprovementsFive alternatives
Datarails, Jedox, Planful, Prophix, Workday Adaptive PlanningTwo alternatives
Datarails, VenaGPT-5.4 miniWorkday Adaptive Planningagainst: Oracle Fusion Cloud EPMCubeChangedagainst: Workday Adaptive PlanningVena, Workday Adaptive Planningagainst: AnaplanOracle Cloud EPM Planning in the Standard subscriptionagainst: Oracle Fusion Cloud EPMno first choiceagainst: OneStream, Oracle Hyperion, Workday Adaptive Planning
One alternative
JedoxThree alternatives
Datarails, Planful, VenaFour alternatives
Board, NetSuite Planning and Budgeting, Oracle Fusion Cloud EPM, PigmentOne alternative
Kepion EPMGemini 3.5 FlashCube, Datarailsagainst: Anaplan, Oracle Hyperion, SAP BPCCube, MosaicChangedCube, Runwayagainst: Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive PlanningFathom, Syft Analyticsagainst: Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive PlanningClockwork, Fathomagainst: Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive Planningagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud, SAP BPC, Workday Adaptive Planning
Five alternatives
Clockwork, Fathom, Jirav, Mosaic, ParallelThree alternatives
Causal, Clockwork, FathomFive alternatives
Aleph, Clockwork, Datarails, Jirav, MosaicThree alternatives
Clockwork, Cube, LiveFlowSix alternatives
Causal, Cube, Datarails, Jirav, LiveFlow, MosaicPerplexity SonarWorkday Adaptive PlanningBambooHRChangedVenaagainst: Workday Adaptive PlanningDatarails, PeopleGoalagainst: Anaplan, Workday Adaptive Planningno first choiceagainst: Anaplan, CCH Tagetik, OneStream, Oracle Fusion Cloud EPM, SAP
Two alternatives
Datarails, VenaThree alternatives
15Five, Lattice, Profit.coFour alternatives
Datarails, Effy AI, PeopleGoal, PigmentOne alternative
VenaGrok 4.20Cube, Drivetrain, Venaagainst: Anaplan, OneStream, Oracle Fusion Cloud EPMVenaChangedagainst: Anaplan, Oracle Fusion Cloud EPM, WorkdayDatarails, Venaagainst: Anaplan, OneStream, Oracle Fusion Cloud EPMJiravagainst: 15Five, Anaplan, Effy AI, OneStream, Oracle Fusion Cloud EPM, Workday Adaptive PlanningCube, Venaagainst: Anaplan, EPM Live, OneStream, Oracle Fusion Cloud EPM, Workday Adaptive Planning
Two alternatives
Planful, Workday Adaptive PlanningOne alternative
DrivetrainThree alternatives
Planful, Prophix, Workday Adaptive PlanningThree alternatives
Budgyt, Causal, CubeMistral SmallDrivetrain, Workday Adaptive PlanningDrivetrain, VenaChangedDatarailsDatarailsCube, Prophix, Vena, Workday Adaptive Planningagainst: Anaplan, Oracle Fusion Cloud EPM, SAP Analytics Cloudagainst: Oracle Hyperion, SAP BPC
Two alternatives
Pigment, VenaOne alternative
ThriveSparrowFour alternatives
Cube, Jedox, Prophix, Workday Adaptive PlanningTwo alternatives
Effy AI, Zoho PeopleDeepSeek V4 FlashPlanful, Workday Adaptive PlanningDrivetrainChangedagainst: Anaplan, OneStream, PlanfulCube, Jiravagainst: Anaplan, Betterworks, OneStream, SAP SuccessFactors, Workday, Workday Adaptive PlanningLiveFlowagainst: Cubeno first choiceagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, SAP BPC
Two alternatives
Jedox, NetSuite Planning and BudgetingFour alternatives
Centage, Cube, Datarails, VenaFour alternatives
Datarails, Jedox, Prophix, VenaOne alternative
ExcelThree alternatives
Cube, Datarails, VenaLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashDatarails, Venaagainst: AnaplanFathomChangedCubeMicrosoft Power BI, Zoho Analyticsagainst: Anaplan, Oracle Hyperion, Venano first choiceagainst: Anaplan, Datarails, Oracle Hyperion, Planful, SAP Ariba, SAP BPC, SAP SuccessFactors, Vena, Workday Adaptive Planning
One alternative
Workday Adaptive PlanningFour alternatives
Datarails, Float, Jirav, VenaThree alternatives
Drivetrain, Jirav, VenaFour alternatives
Effy AI, Limelight, Small Improvements, Zoho ProjectsKimi K2Cube, DatarailsDrivetrain, VenaChangedagainst: Anaplan, OneStreamDatarails, VenaCube, EPM Live, Small Improvementsno first choiceagainst: Anaplan, IBM Planning Analytics, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, Pigment, Workday Adaptive Planning
Three alternatives
Prophix, Vena, Workday Adaptive PlanningThree alternatives
Mosaic, PlanGuru, ProphixFour alternatives
Centage, Limelight, Planful, ProphixTwo alternatives
Jedox, Zoho PeopleGLM 4.7 FlashXCubeDrivetrainChangedagainst: Anaplan, Planful, XebraDatarailsPlanGuruno first choiceagainst: Betterworks, OneStream, Oracle Fusion Cloud EPM, SAP BPC
Three alternatives
Budgyt, PlanGuru, VenaOne alternative
VenaThree alternatives
Planful, Prophix, VenaThree alternatives
Budgyt, Effy AI, PerformYardMiniMax M2.5Workday Adaptive PlanningDrivetrain, VenaChangedno first choiceAssessTEAM, Zoho Peopleno first choiceagainst: OneStream, Oracle Fusion Cloud EPM, SAP Enterprise Performance Management, Workday Adaptive Planning
Four alternatives
Anaplan, Datarails, Planful, SAP Analytics CloudOne alternative
ThriveSparrowTwo alternatives
Effy AI, ThriveSparrowBold 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 20:11 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:37 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 11 | 46 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:17 | yes | 20 | 7 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 20:57 | yes | 25 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:07 | yes | 10 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:24 | yes | 10 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:43 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:36 | yes | 18 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:06 | yes | 22 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:25 | yes | 14 | 40 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:54 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:54 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:08 | yes | 9 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:07 | 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 18:27 | yes | 32 | 22 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:08 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:46 | yes | 26 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:05 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:42 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:46 | yes | 22 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:08 | yes | 28 | 178 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:11 | yes | 7 | 37 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:39 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:02 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:21 | yes | 20 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:08 | yes | 20 | 15 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 20:59 | yes | 34 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:24 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:54 | yes | 27 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:46 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:02 | yes | 24 | 125 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:48 | yes | 14 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:56 | yes | 22 | 67 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:35 | yes | 12 | 65 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:18 | yes | 17 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:01 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 14 | 62 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:42 | 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 18:56 | yes | 31 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:57 | yes | 9 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:59 | yes | 18 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:01 | yes | 17 | 116 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:11 | yes | 19 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:52 | yes | 18 | 309 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:47 | yes | 12 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:06 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:35 | yes | 8 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:29 | yes | 18 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:17 | yes | 15 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:50 | no | 0 | 13 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:43 | yes | 15 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:29 | yes | 5 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:50 | yes | 16 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:17 | no | 0 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:43 | yes | 5 | 35 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:42 | yes | 33 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:52 | yes | 7 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:20 | yes | 26 | 48 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:51 | yes | 17 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:22 | yes | 32 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:15 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:40 | yes | 28 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:39 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:23 | yes | 5 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:11 | yes | 29 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:47 | yes | 20 | 171 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:02 | yes | 15 | 36 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 (Workday) read as Workday Adaptive Planning
Adaptive Insights (by Workday) read as Workday Adaptive Planning
BPC read as SAP BPC
Clockwork.ai read as Clockwork
Host Analytics read as Planful
NetSuite read as Oracle NetSuite
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle Cloud EPM (including Fusion EPM and Hyperion legacy) read as Oracle Fusion Cloud EPM
Oracle EPM read as Oracle Fusion Cloud EPM
Oracle EPM (Hyperion, EPM Cloud, Planning) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud read as Oracle Fusion Cloud EPM
Oracle EPM Enterprise read as Oracle Fusion Cloud EPM
Oracle Hyperion Planning read as Oracle Hyperion
Planview read as Planview Enterprise One
Prophix One read as Prophix
SAP BPC read as SAP BPC
Vena Solutions read as Vena
Unresolved, counted raw
CaptivateIQ
Corrly
Everstage
Excel-based + Power BI
Kepion EPM
Oracle Cloud EPM Planning in the Standard subscription
Osirium
Profit.co
Prophesee
SAP BusinessObjects Edge
Salesforce Sales Performance Management
Scout
ThreatLocker
Vulki
Xebra
Discontinued, still offered
No shut-down product was recommended here.