Index › Finance › Planning and analysis › Corporate performance ma › Small business · November 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. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
18%
Contested · Vena 13%
18Cube13Vena11Jirav57others
18% of first choices, contested.
Since October 2026▲+3Since October 2026: 15% → 18%, +3 points. Inside the 10-point floor: within noise.Cube held the lead, +3 points on 15%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Cube18%Contested▲+3Since October 2026: 15% → 18%, +3 points. Inside the 10-point floor: within noise.This pageMid-market
Planful27%Contested▲+5Since October 2026: 22% → 27%, +5 points. Inside the 10-point floor: within noise.Standing →Enterprise
Oracle Fusion Cloud EPM30%Contested↗new leaderNew leader since October 2026: Oracle Fusion Cloud EPM (30%) replaces Anaplan (30% then, 14% now), 16 points clear, past the 10-point floor.Standing →
Cube18%Contested▲+3Since October 2026: 15% → 18%, +3 points. Inside the 10-point floor: within noise.This pageMid-marketPlanful27%Contested▲+5Since October 2026: 22% → 27%, +5 points. Inside the 10-point floor: within noise.Standing →EnterpriseOracle Fusion Cloud EPM30%Contested↗new leaderNew leader since October 2026: Oracle Fusion Cloud EPM (30%) replaces Anaplan (30% then, 14% now), 16 points clear, past the 10-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Cube18%3%34accepted challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 10-point floor: within noise.15% → 18%
Cube18%3%34accepted challenger▲+3Since October 2026: 15% → 18%, +3 points. Inside the 10-point floor: within noise.15% → 18%02
Vena13%24%38accepted challenger▲+2Since October 2026: 11% → 13%, +2 points. Inside the 10-point floor: within noise.11% → 13%
Vena13%24%38accepted challenger▲+2Since October 2026: 11% → 13%, +2 points. Inside the 10-point floor: within noise.11% → 13%03
Jirav11%0%19accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 10-point floor: within noise.6% → 11%
Jirav11%0%19accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 10-point floor: within noise.6% → 11%04
Workday Adaptive Planning7%53%38criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%
Workday Adaptive Planning7%53%38criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise.4% → 7%05
Datarails5%3%31accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 10-point floor: within noise.6% → 5%
Datarails5%3%31accepted challenger▼−1Since October 2026: 6% → 5%, −1 point. Inside the 10-point floor: within noise.6% → 5%06
Effy AI3%0%17accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%
Effy AI3%0%17accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise.2% → 3%07
Anaplan3%86%43criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise.0% → 3%
Anaplan3%86%43criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise.0% → 3%08Planful2%18%28accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Planful2%18%28accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%09
Prophix2%14%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Prophix2%14%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the four products at 0%, ordered by negative rate
14Oracle Fusion Cloud EPM0%98%43criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle Fusion Cloud EPM0%98%43criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
OneStream0%96%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
OneStream0%96%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
SAP Analytics Cloud0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Analytics Cloud0%82%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Pigment0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Pigment0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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 JedoxPlanful vs DatarailsPlanful vs ProphixVena vs Workday Adaptive PlanningVena vs CubeVena vs PigmentVena vs JedoxVena vs DatarailsVena vs ProphixWorkday Adaptive Planning vs CubeWorkday Adaptive Planning vs PigmentWorkday Adaptive Planning vs JedoxWorkday Adaptive Planning vs DatarailsWorkday Adaptive Planning vs ProphixCube vs PigmentCube vs JedoxCube vs DatarailsCube vs ProphixPigment vs JedoxPigment vs DatarailsPigment vs ProphixJedox vs DatarailsJedox vs ProphixDatarails vs Prophix
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 →
010203040506070809S10
11121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Cube18%
Cube18%02Vena13%
Vena13%03Jirav11%
Jirav11%04Workday Adaptive Planning7%
Workday Adaptive Planning7%05Datarails5%
Datarails5%06Effy AI3%
Effy AI3%07Anaplan3%
Anaplan3%08Planful2%
Planful2%09Prophix2%
Prophix2%10Synergita2%
11Pigment0%
Pigment0%12SAP Analytics Cloud0%
SAP Analytics Cloud0%13OneStream0%
OneStream0%14Oracle Fusion Cloud EPM0%
Oracle Fusion Cloud EPM0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Oracle Fusion Cloud EPM98%
42 of 43 labels negative · 14 of 14 models · 25 hard negative
“the best answer is usually not a full enterprise EPM suite like Oracle Cloud EPM, because those tools are typically priced and implemented for larger organizations” GPT-5.4 mini, budget prompt
Anaplan86%
37 of 43 labels negative · 13 of 14 models · 22 hard negative
“usually expensive and technically demanding; implementations can take months or longer, making it a poor fit for straightforward budgeting needs” Perplexity Sonar, negative prompt
OneStream96%
25 of 26 labels negative · 11 of 14 models · 13 hard negative
“Small businesses should avoid or be very cautious about OneStream, Oracle EPM, Anaplan, and similar enterprise-focused platforms” Kimi K2, negative prompt
Workday Adaptive Planning53%
20 of 38 labels negative · 10 of 14 models · 7 hard negative
“What I'd Avoid for Small B2B - Workday Adaptive Planning and Planful: Excellent products, but designed for mid-market+” Kimi K2, paraphrase prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 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. 908 links across 221 sites, every framing counted. Ranked by the number of answers carrying the site or page. 15 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.
39 answers · 40 citations · 11 models
37 answers · 38 citations · 11 models
30 answers · 30 citations · 12 models
28 answers · 40 citations · 10 models
vendor site · G226 answers · 37 citations · 11 models
vendor site · Capterra24 answers · 34 citations · 11 models
20 answers · 20 citations · 10 models
17 answers · 23 citations · 6 models
16 answers · 16 citations · 9 models
15 answers · 17 citations · 10 models
14 answers · 16 citations · 10 models
14 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.
39 answers · 11 models
37 answers · 11 models
30 answers · 12 models
24 answers · 10 models
16 answers · 9 models
16 answers · 9 models
14 answers · 9 models
13 answers · 9 models
12 answers · 8 models
10 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 | 18% | 304 | 90,500 | 152,613 | 168,764 | 13 | 1 | |
| Vena venasolutions.com | 13% | 404 | 12,100 | 3,928 | 62,294 | $13,792 | 58 | |
| Jirav jirav.com | 11% | 148 | 720 | 15 | 3,780 | 2 | ||
| Workday workday.com Workday Adaptive Planning 7% | 7% | 430 | 1,220,000 | 23,848 | 2,213,450 company | 80 | 5 | |
| Datarails datarails.com | 5% | 374 | 6,600 | 134 | 18,964 | $16,697 | 107 | 6 |
| Effy AI effy.ai | 3% | 20 | 140 | 3 | 40,950 | |||
| PlanGuru planguru.com | 3% | 43 | ||||||
| Aleph getaleph.com | 3% | 92 | 18,100 | 1,663 | 7,310 | 0 | ||
| Causal lucanet.com | 3% | 33 | 49,500 | 3,471 | 342 | |||
| LivePlan liveplan.com | 3% | 54 | 4,400 | 95 | 216,928 | 32 |
Google's top ten for the three searches hold 24 sites; 1 of them are among the sites the models cited here (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 choiceCube, DatarailsChangedDatarailsDatarailsagainst: Anaplan, Oracle Fusion Cloud EPM, Venano first choiceagainst: Anaplan, Oracle Fusion Cloud EPM, SAP BPC, Workday
Two alternatives
PeopleGoal, ThriveSparrowTwo alternatives
Limelight, ProphixThree alternatives
Cube, PeopleGoal, Zoho PeopleGPT-5.4 miniJedoxagainst: OneStreamWorkday Adaptive PlanningChangedagainst: Anaplan, Oracle Fusion Cloud EPMPlanful, Workday Adaptive Planningagainst: Anaplan, Cube, Oracle Fusion Cloud EPMno first choiceagainst: Oracle Fusion Cloud EPMno first choiceagainst: Anaplan, Board, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion
Two alternatives
LiveFlow, PlanfulTwo alternatives
Drivetrain, VenaOne alternative
VenaGemini 3.5 FlashMosaicagainst: Anaplan, Oracle Fusion Cloud EPM, SAP BPCCausalChangedagainst: Anaplan, Workday Adaptive PlanningCubeagainst: Anaplan, OneStream, Oracle Fusion Cloud EPMClockwork, Fathomagainst: Anaplan, Oracle Fusion Cloud EPM, Workday Adaptive PlanningCausal, Cube, Jiravagainst: Anaplan, Oracle Hyperion, SAP BPCagainst: Anaplan, IBM Planning Analytics, OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud, SAP BPC
Four alternatives
Clockwork, Cube, Datarails, JiravTwo alternatives
Cube, JiravSix alternatives
Clockwork, Datarails, Fathom, Jirav, Mosaic, VenaFour alternatives
Cube, Jirav, LiveFlow, PlanGuruSix alternatives
Datarails, Mosaic, Pigment, Planful, Runway, VenaPerplexity SonarAlephagainst: Anaplan, Oracle Fusion Cloud EPMHubSpot Sales HubChangedDatarailsagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, ProphixJiravagainst: Anaplan, Lark, OneStream, Oracle Fusion Cloud EPM, Smartsheet, Workday Adaptive Planningno first choiceagainst: Anaplan, CCH Tagetik, IBM Planning Analytics, OneStream, Oracle Fusion Cloud EPM, SAP Enterprise Performance Management, SAP Group Reporting
Four alternatives
Datarails, Drivetrain, Pigment, RunwayOne alternative
LeapsomeThree alternatives
Pigment, Planful, VenaTwo alternatives
Cube, DatarailsGrok 4.20Vena, Workday Adaptive Planningagainst: OneStream, Oracle Fusion Cloud EPM, SAP, SAP Analytics CloudVenaChangedagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, Workday Adaptive PlanningPlanful, Workday Adaptive Planningagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, SAPPlanGuruagainst: Anaplan, Datarails, Oracle Fusion Cloud EPM, SAP Analytics Cloud, Vena, Workday Adaptive PlanningWorkday Adaptive Planningagainst: Anaplan, Oracle Fusion Cloud EPM, SAPagainst: Anaplan, EPMLive, OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud or SAP BPC, Vena, Workday Adaptive Planning
Two alternatives
Anaplan, PlanfulFour alternatives
Cube, Datarails, Jirav, PigmentThree alternatives
Board, Pigment, VenaThree alternatives
Centage, Excel, JiravThree alternatives
OneStream, Pigment, PlanfulMistral SmallAnaplan, Prophix, VenaLeapsomeChangedAleph, Datarails, Runwayagainst: Anaplan, OneStreamSynergitaagainst: SAP Analytics Cloudno first choiceagainst: Anaplan, Oracle Fusion Cloud EPM
Two alternatives
Planful, Workday Adaptive PlanningThree alternatives
Effy AI, PerformYard, Small ImprovementsFive alternatives
Effy AI, Planful, Prophix, Vena, Workday Adaptive PlanningThree alternatives
Effy AI, Small Improvements, TallyPrimeDeepSeek V4 FlashJiravagainst: Vena, Workday Adaptive PlanningCubeChangedagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, VenaCube, Workday Adaptive Planningagainst: Anaplan, OneStream, Oracle Fusion Cloud EPMCubeagainst: Oracle Fusion Cloud EPM, Planful, Prophix, Workday Adaptive PlanningCube, Venaagainst: OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud, Workday Adaptive Planningagainst: Anaplan, Board, CCH Tagetik, Culture Amp, Jedox, Lattice, OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud, SAP BPC, Small Improvements, Workiva
Two alternatives
Cube, PlanGuruThree alternatives
Datarails, Jirav, ProphixThree alternatives
Prophix, SAP Analytics Cloud, VenaThree alternatives
15Five, Effy AI, VenaThree alternatives
Datarails, Planful, ProphixLlama 4 MaverickLimelightno first choiceChangedno first choiceTallyPrimeno first choiceagainst: Ivanti Endpoint Manager, Oracle Fusion Cloud EPM
Four alternatives
Phocas Software, Planful, Vena, Workday Adaptive PlanningFive alternatives
Effy AI, PerformYard, SAP Analytics Cloud, Small Improvements, SynergitaQwen 3.7 FlashAlephNinety.ioChangedagainst: Oracle Fusion Cloud EPM, SAPDatarails, Effy AI, Heimdalagainst: Workday Adaptive PlanningZoho Books, Zoho Oneagainst: Anaplan, WorkdayVenaagainst: Workday Adaptive Planningagainst: Anaplan, Kepion, Oracle Fusion Cloud EPM, SAP Analytics Cloud
Four alternatives
Cube, Datarails, Fathom, RunwayThree alternatives
Fathom, Lattice, Zoho AnalyticsThree alternatives
15Five, ThreatLocker, VenaSix alternatives
Airtable, Datarails, Effy AI, Lattice, Synergita, VenaTwo alternatives
Limelight, PlanfulKimi K2Cube, Jiravagainst: Anaplan, Planful, VenaLivePlanChangedagainst: OneStream, Oracle Fusion Cloud EPM, Pigment, Planful, Workday Adaptive PlanningCubeagainst: Workday Adaptive PlanningCubeagainst: Anaplan, Oracle Fusion Cloud EPM, VenaCubeagainst: OneStream, Oracle Fusion Cloud EPM, SAPagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, SAP EPM solutions
Two alternatives
Datarails, LimelightOne alternative
JiravFour alternatives
Datarails, Jirav, Planful, ProphixFour alternatives
Datarails, Effy AI, Synergita, TallyPrimeFour alternatives
Centage, Firmbase, Limelight, VenaGLM 4.7 FlashXAnaplan, Planfulagainst: Synergita15FiveChangedRunwayClickUp, Effy AIno first choiceagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, Vena, Workday Adaptive Planning
Four alternatives
Board, IBM Planning Analytics, Prophix, TallyPrimeFive alternatives
BambooHR, Effy AI, Lattice, PerformYard, Small ImprovementsSix alternatives
Cube, Datarails, Firmbase, Lattice, Leapsome, VenaFour alternatives
Datarails, Smartsheet, Synergita, TallyPrimeMiniMax M2.5Vena, Workday Adaptive PlanningCube, Datarails, LivePlanChangedagainst: Anaplan, Workday Adaptive PlanningClickUpEffy AIagainst: Oracle Fusion Cloud EPM, SAPno first choiceagainst: Anaplan, IBM Cognos, OneStream, Oracle Fusion Cloud EPM, Oracle Hyperion, SAP Analytics Cloud, SAP BPC, Workday Adaptive Planning
Three alternatives
Limelight, Planful, ProphixThree alternatives
Centage, Clari, JiravThree alternatives
Asana, Monday.com, TrelloThree alternatives
PerformYard, Small Improvements, TallyPrimeGPT-6 LunaJiravPlanGuruChangedCube, Datarailsagainst: Pigment, Workday Adaptive PlanningJiravJiravagainst: Planful, Workday Adaptive Planningagainst: Anaplan, CCH Tagetik, IBM Planning Analytics, OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloud Planning, Workday Adaptive Planning
One alternative
FathomOne alternative
JiravTwo alternatives
Planful, VenaOne alternative
XeroOne alternative
CubeMuse Glimmer 30BVenaagainst: Board, IBM Planning Analytics, Oracle Fusion Cloud EPM, The Access GroupCubeChangedagainst: Anaplan, OneStream, Workday Adaptive PlanningCubeagainst: Anaplan, OneStreamCube, Venaagainst: Anaplan, OneStream, Oracle Fusion Cloud EPM, SAP Analytics Cloudno first choiceagainst: Lattice, Oracle Fusion Cloud EPM, Oracle Hyperion, Planful, SAP Business Planning and Consolidation, SAP BPC, SuccessFactors, Vena
Six alternatives
Centage, Cube entry, Datarails, Firmbase, Prophix, TallyPrimeTwo alternatives
Datarails, VenaFour alternatives
Datarails, Planful, Vena, Workday Adaptive PlanningTwo alternatives
Synergita, TallyPrimeBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:42 | yes | 8 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:19 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:06 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:05 | yes | 22 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:32 | yes | 16 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:29 | yes | 9 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:33 | yes | 10 | 50 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:46 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:07 | yes | 21 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:15 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:31 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:31 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 2 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 19 | 31 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:26 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:14 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:00 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | yes | 5 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 23 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 13 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:56 | yes | 15 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:59 | yes | 21 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:07 | yes | 16 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:37 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:42 | yes | 8 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 15 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:15 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 21 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:09 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:30 | yes | 9 | 72 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:26 | yes | 23 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:12 | yes | 19 | 146 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:37 | yes | 18 | 41 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:04 | yes | 2 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 22 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:48 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:05 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:27 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 21 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:13 | yes | 25 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:29 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:48 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 18 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:03 | yes | 14 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:53 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:15 | yes | 2 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:18 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:15 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 14 | 38 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:56 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 23 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:59 | yes | 11 | 53 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:21 | yes | 24 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:15 | yes | 15 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:06 | no | 0 | 72 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:49 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:15 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:05 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:45 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:21 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 15 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 23 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:30 | yes | 15 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:30 | yes | 24 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:44 | yes | 19 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:28 | yes | 17 | 127 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 5 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:22 | yes | 14 | 20 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Adaptive Insights read as Workday Adaptive Planning
Adaptive Insights (Workday) read as Workday Adaptive Planning
Clockwork.ai read as Clockwork
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 (formerly Oracle Hyperion) read as Oracle Fusion Cloud EPM
Oracle EPM Cloud read as Oracle Fusion Cloud EPM
Oracle EPM Cloud (formerly Hyperion) read as Oracle Fusion Cloud EPM
Prophix One read as Prophix
SAP BPC read as SAP BPC
SAP BPC (Business Planning and Consolidation) read as SAP BPC
Vena Solutions read as Vena
Workday Adaptive read as Workday Adaptive Planning
Unresolved, counted raw
AchieveIt
CharlieHR
Cube entry
EPMLive
Effy
FlowyTeam
Freshworks (Freshbooks/HR)
Heimdal
Ninety.io
SAP Analytics Cloud or SAP BPC
SAP Business Planning and Consolidation, SAP BPC
SAP EPM solutions
Spider Impact
SuccessFactors
The Access Group
ThreatLocker
Discontinued, still offered
No shut-down product was recommended here.