Index › HR › Workforce planning and analytics › Workforce planning › Enterprise · September 2026 Edition
Workforce planning for enterprise buyers
Asked as “workforce planning software”, and as “headcount planning tool”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
47%
Clear leader
47Anaplan29Workday Adaptive Planning07ChartHop18others
47% of first choices, clear leader.
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 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.
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
ChartHop vs PlanfulChartHop vs HiBobChartHop vs AbacumChartHop vs Visier Workforce PlanningHomebase vs RipplingHomebase vs Workday Adaptive PlanningHomebase vs PlanfulHomebase vs HiBobHomebase vs AbacumHomebase vs Visier Workforce PlanningRippling vs Workday Adaptive PlanningRippling vs PlanfulRippling vs HiBobRippling vs AbacumRippling vs Visier Workforce PlanningWorkday Adaptive Planning vs PlanfulWorkday Adaptive Planning vs HiBobWorkday Adaptive Planning vs AbacumWorkday Adaptive Planning vs Visier Workforce PlanningPlanful vs HiBobPlanful vs AbacumPlanful vs Visier Workforce PlanningHiBob vs AbacumHiBob vs Visier Workforce PlanningAbacum vs Visier Workforce Planning
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
05V06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Anaplan47%
Anaplan47%02Workday Adaptive Planning29%
Workday Adaptive Planning29%03ChartHop7%
ChartHop7%04Pigment4%
Pigment4%05Oracle Workforce Modeling4%
Oracle Workforce Modeling4%06Visier Workforce Planning2%
07SAP SuccessFactors Workforce Planning0%
SAP SuccessFactors Workforce Planning0%08Oracle Fusion Cloud HCM0%
Oracle Fusion Cloud HCM0%09Orgvue0%
Orgvue0%10UKG Pro Workforce Management0%
UKG Pro Workforce Management0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, 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.
Anaplan20%
11 of 54 labels negative · 8 of 12 models · 1 hard negative
“What to avoid for your use case - Anaplan — ... Hardest to predict.” DeepSeek V4 Flash, budget prompt
Workday Adaptive Planning14%
7 of 49 labels negative · 6 of 12 models · 1 hard negative
“quote-only with $300K–$1.5M+ implementations; predictable only if you're already on Workday HCM” DeepSeek V4 Flash, budget prompt
Visier Workforce Planning
14%
4 of 28 labels negative · 4 of 12 models · 2 hard negative
“Quote-only pure-plays (Visier, OrgVue): Lack transparent PEPM benchmarks.” Grok 4.20, budget prompt
Oracle Fusion Cloud HCM20%
4 of 20 labels negative · 4 of 12 models · 1 hard negative
“forcing your HCM to be a planning engine” DeepSeek V4 Flash, 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
67 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. 1036 links across 268 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Guideflow47 answers · 55 citations · 11 models
32 answers · 40 citations · 10 models
29 answers · 29 citations · 10 models
26 answers · 35 citations · 9 models
22 answers · 22 citations · 9 models
21 answers · 21 citations · 9 models
vendor site · G221 answers · 21 citations · 10 models
vendor site · ChartHop19 answers · 26 citations · 10 models
17 answers · 17 citations · 8 models
14 answers · 17 citations · 7 models
14 answers · 14 citations · 6 models
13 answers · 14 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.
39 answers · 11 models
30 answers · 10 models
29 answers · 10 models
21 answers · 9 models
21 answers · 10 models
19 answers · 8 models
17 answers · 8 models
17 answers · 9 models
15 answers · 9 models
14 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 workforce planning software”, “workforce planning software”, “workforce planning tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Anaplan anaplan.com | 47% | 154 | 18,100 | 532 | 78,179 | 31 | ||
| Workday parent site Workday Adaptive Planning 29% | 29% | 128 | 1,220,000 | 23,848 | ||||
| ChartHop charthop.com | 7% | 380 | 2,900 | 16 | 6,238 | 0 | ||
| Pigment pigment.com | 4% | 68 | 49,500 | 25,645 | 12,248 | 22 | ||
| Oracle parent site Oracle Workforce Modeling 4%, Oracle Fusion Cloud HCM 0%, Oracle Fusion Cloud EPM 0% | 4% | 310 | 450,000 | 66,611 | ||||
| Workday workday.com | 4% | 352 | 1,220,000 | 23,848 | 2,213,450 | 80 | 1 | |
| Visier Workforce Planning visier.com | 2% | 96 | 40,267 | 16 | ||||
| Planful planful.com | 2% | 48 | 3,600 | 685,726 | 58,997 | $137 | 120 | |
| SAP parent site SAP SuccessFactors Workforce Planning 0% | 0% | 57 | 135,000 | 74,309 | ||||
| Orgvue orgvue.com | 0% | 107 | 880 | 10 | 20,029 | $9,026 | 22 | 2 |
Google's top ten for the three searches hold 25 sites; 2 of them are among the sites the models cited here (cubesoftware.com, peoplemanagingpeople.com). The first result for “best workforce planning software” is gartner.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 workforce planning software for an enterprise B2B company?”Paraphrase“Which headcount planning tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade workforce planning tools and how do they differ?”Budget-constrained“What is the best workforce planning 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 workforce planning software. What should we look at?”Negative“Which workforce planning tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5AnaplanWorkdayChangedAnaplan, Workday Adaptive PlanningAnaplan, Workday Adaptive Planningno first choiceagainst: Anaplan, Orgvue, Workday, Workday Adaptive Planning
Five alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Planning, UKG Pro Workforce Management, Visier Workforce Planning, Workday Adaptive PlanningThree alternatives
Anaplan, Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce PlanningOne alternative
SAP SuccessFactors Workforce PlanningTwo alternatives
Orgvue, SAP SuccessFactors Workforce PlanningGPT-5.4 miniAnaplanagainst: IBM Planning AnalyticsAnaplanHeldWorkday Adaptive PlanningWorkday Adaptive Planningno first choicenothing named
Three alternatives
Board, Pigment, Workday Adaptive PlanningThree alternatives
Oracle Fusion Cloud EPM, Oracle Hyperion, Workday Adaptive PlanningThree alternatives
IBM Planning Analytics, Oracle Fusion Cloud EPM, SAP enterprise workforce management / workforce planning toolsOne alternative
AnaplanGemini 3.5 FlashPigmentAnaplan, Workday Adaptive PlanningChangedAnaplan, Workday Adaptive PlanningVisier Workforce Planningagainst: Anaplan, Workday Adaptive Planningno first choiceagainst: BambooHR, Deputy, Excel, Google Sheets, Gusto, Kronos, TCP Software
Eight alternatives
Anaplan, ChartHop, Kantata, Lative, Orgvue, Planview, Visier Workforce Planning, Workday Adaptive PlanningFour alternatives
Nakisa, Orgvue, Pigment, Visier Workforce PlanningFive alternatives
Dayforce, Orgvue, Pigment, UKG Pro Workforce Management, Visier Workforce PlanningThree alternatives
ChartHop, Orgvue, TeamOhanaPerplexity SonarAnaplanAnaplanHeldAnaplanagainst: Visier Workforce PlanningOracle Workforce Modelingagainst: Workday Adaptive Planningno first choicenothing named
Three alternatives
Pigment, UKG Pro Workforce Management, WorkdayOne alternative
Workday Adaptive PlanningSix alternatives
IBM Planning Analytics, Jedox, Oracle Workforce Modeling, Pigment, SAP SuccessFactors Workforce Planning, Workday Adaptive PlanningOne alternative
AnaplanGrok 4.20AnaplanWorkday Adaptive PlanningChangedagainst: ChartHopWorkday Adaptive Planningagainst: UKG Pro Workforce ManagementWorkday Adaptive Planningagainst: Anaplan, ChartHop, Deel Workforce Planning, Orgvue, Rippling, Visier Workforce PlanningAnaplanagainst: Anaplan, Dayforce, Leapsome, Oracle Fusion Cloud HCM, SAP Analytics Cloud, Spreadsheets, UKG Pro Workforce Management, Workday Adaptive Planning
Two alternatives
Oracle Fusion Cloud HCM, Workday Adaptive PlanningThree alternatives
Anaplan, Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce PlanningFour alternatives
Anaplan, IBM Planning Analytics, Oracle Workforce Modeling, SAP SuccessFactors Workforce PlanningThree alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Planning, UKG Pro Workforce ManagementTwo alternatives
Cube, VenaMistral SmallAnaplanWorkday Adaptive PlanningChangedAnaplan, Workday Adaptive PlanningAnaplan, Oracle Workforce Modelingno first choicenothing named
Two alternatives
UKG Pro Workforce Management, Workday Adaptive PlanningTwo alternatives
Agentnoon, ChartHopFour alternatives
IBM Planning Analytics, Oracle Workforce Modeling, OrgChart, SAP SuccessFactors Workforce PlanningOne alternative
Visier Workforce PlanningDeepSeek V4 FlashAnaplan, PigmentAnaplanChangedagainst: Agentnoon, ChartHopAnaplan, Workday Adaptive Planningagainst: SAP SuccessFactors Workforce PlanningChartHopagainst: Anaplan, Visier Workforce Planning, Workday Adaptive Planningno first choiceagainst: Abacum, Anaplan, Oracle Fusion Cloud HCM, Oracle Workforce Modeling, Planful, SAP SuccessFactors Workforce Planning, Spreadsheets, Workday Adaptive Planning, Workday HCM
Three alternatives
Oracle Fusion Cloud HCM, Visier Workforce Planning, Workday Adaptive PlanningThree alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Planning, Workday Adaptive PlanningFour alternatives
Oracle Fusion Cloud HCM, Oracle Workforce Modeling, UKG Pro Workforce Management, Visier Workforce PlanningTwo alternatives
Agentnoon, RipplingLlama 4 Maverickno first choiceno first choiceHeldno first choiceAnaplanWorkday Adaptive Planningagainst: Anaplan, Orgvue, Spreadsheets, Workday Adaptive Planning
Five alternatives
Agentnoon, Aleph, OneStream, Oracle Fusion Cloud EPM, UKG Pro Workforce ManagementQwen 3.7 FlashAnaplanPlanful, Workday Adaptive PlanningChangedAnaplan, One ModelChartHopagainst: Anaplanno first choiceagainst: 15Five, BambooHR, Excel/Google Sheets, Lattice, Leapsome
Two alternatives
Visier Workforce Planning, WorkdayThree alternatives
Anaplan, ChartHop, VenaSix alternatives
Beamery, Gloat, Orgvue, SAP SuccessFactors Workforce Planning, UKG Pro Workforce Management, Workday Adaptive PlanningOne alternative
RipplingKimi K2AnaplanAnaplan, Workday Adaptive PlanningChangedAnaplanWorkday Adaptive Planningagainst: Anaplanno first choiceagainst: Anaplan, ChartHop, Excel, Float, Oracle Fusion Cloud HCM, Oracle Workforce Modeling, SAP SuccessFactors Workforce Planning, Workday
Three alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Planning, Workday Adaptive PlanningTwo alternatives
Board, VenaNine alternatives
ChartHop, Oracle Fusion Cloud HCM, Pigment, Planful, SAP SuccessFactors Workforce Planning, UKG Pro Workforce Management, Vena, Visier Workforce Planning, Workday Adaptive PlanningThree alternatives
ChartHop, Deel HR, Visier Workforce PlanningGLM 4.7 FlashXAnaplan, Workday Adaptive PlanningAnaplanChangedAnaplanChartHopagainst: Visier Workforce Planningno first choiceagainst: Excel, Google Sheets, Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Planning, Workday
Four alternatives
Oracle Fusion Cloud HCM, Orgvue, SAP SuccessFactors Workforce Planning, Visier Workforce PlanningSix alternatives
ChartHop, Deel Workforce Planning, Oracle Fusion Cloud HCM, SAP SuccessFactors Workforce Planning, Visier Workforce Planning, Workday Adaptive PlanningFour alternatives
Orgvue, Planful, Visier Workforce Planning, Workday Adaptive PlanningOne alternative
Workday Adaptive PlanningMiniMax M2.5AnaplanWorkday Adaptive PlanningChangedno first choiceagainst: AnaplanAnaplan, Workday Adaptive PlanningWorkdayagainst: Gustoagainst: BambooHR, Excel/Google Sheets, Leapsome
Two alternatives
Visier Workforce Planning, Workday Adaptive PlanningThree alternatives
Anaplan, Oracle Fusion Cloud EPM, SAP SuccessFactors Workforce PlanningSix alternatives
IBM Planning Analytics, Oracle Workforce Modeling, Pigment, SAP SuccessFactors Workforce Planning, Visier Workforce Planning, Workday Adaptive PlanningFour alternatives
Board, ChartHop, Deel Workforce Planning, SAP SuccessFactors Workforce PlanningFour alternatives
BambooHR, Crunchr, Deel Workforce Planning, SAP SuccessFactors Workforce 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 21:16 | yes | 9 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:45 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 13 | 44 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:19 | 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 18:42 | yes | 33 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:36 | yes | 11 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:12 | yes | 22 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:15 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:35 | yes | 14 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:44 | yes | 25 | 89 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:08 | yes | 5 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:32 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:51 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:04 | yes | 15 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:57 | 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 21:40 | yes | 36 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:00 | yes | 9 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:45 | yes | 22 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:16 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:28 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:14 | yes | 8 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:20 | yes | 13 | 132 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:45 | yes | 25 | 40 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:18 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:37 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:02 | yes | 28 | 50 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:40 | yes | 17 | 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 18:31 | yes | 24 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:27 | yes | 14 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:56 | yes | 23 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:14 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:25 | yes | 17 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:13 | yes | 22 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:56 | yes | 10 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:56 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:14 | yes | 5 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:57 | yes | 20 | 35 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:26 | 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 21:21 | yes | 37 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:46 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:27 | yes | 28 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:36 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:09 | yes | 14 | 62 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:09 | yes | 14 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:58 | yes | 28 | 49 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:15 | yes | 16 | 67 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:25 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:03 | yes | 10 | 47 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:21 | yes | 20 | 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 19:43 | yes | 19 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:52 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:38 | yes | 28 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:14 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:33 | yes | 10 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:12 | yes | 18 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:14 | yes | 29 | 76 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:42 | yes | 9 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:55 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:16 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:49 | yes | 12 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:55 | yes | 20 | 6 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 18:28 | yes | 22 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:00 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:34 | yes | 22 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:43 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:02 | yes | 5 | 23 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:55 | yes | 27 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:26 | yes | 25 | 117 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:34 | yes | 14 | 46 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
Dayforce SWP (Formerly Agentnoon) read as Dayforce Strategic Workforce Planning
Deel read as Deel Workforce Planning
HiBob HRIS read as HiBob
Oracle read as Oracle Fusion Cloud HCM
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle EPM Planning read as Oracle Fusion Cloud EPM
Oracle Fusion Cloud HCM – Workforce Planning read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Oracle HCM Cloud (Workforce Modeling) read as Oracle Fusion Cloud HCM
Oracle HCM Workforce Planning read as Oracle Fusion Cloud HCM
SAP read as SAP SuccessFactors Workforce Planning
SAP SuccessFactors read as SAP SuccessFactors Workforce Planning
UKG (Pro / Dimensions) read as UKG Pro Workforce Management
UKG Pro read as UKG Pro Workforce Management
UKG Pro (UltiPro) read as UKG Pro Workforce Management
Visier read as Visier Workforce Planning
Visier Workforce Planning & Analytics read as Visier Workforce Planning
Unresolved, counted raw
Cornerstone Workforce Planning
Kronos Workforce Planning (UKG)
Lupahire
Oracle Cloud Infrastructure
SAP enterprise workforce management / workforce planning tools
Discontinued, still offered
No shut-down product was recommended here.