Index › HR › Performance and talent management › Performance management › Enterprise · September 2026 Edition
Performance management for enterprise buyers
Asked as “performance management software”, and as “performance review tool”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
32%
Contested · Betterworks 25%
32Workday HCM Performance Management25Betterworks12Lattice30others
32% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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
Lattice vs Small ImprovementsLattice vs BetterworksLattice vs LeapsomeLattice vs Culture AmpPerformYard vs 15FivePerformYard vs HiBobPerformYard vs Small ImprovementsPerformYard vs BetterworksPerformYard vs LeapsomePerformYard vs Culture Amp15Five vs HiBob15Five vs Small Improvements15Five vs Betterworks15Five vs Leapsome15Five vs Culture AmpHiBob vs Small ImprovementsHiBob vs BetterworksHiBob vs LeapsomeHiBob vs Culture AmpSmall Improvements vs BetterworksSmall Improvements vs LeapsomeSmall Improvements vs Culture AmpBetterworks vs LeapsomeBetterworks vs Culture AmpLeapsome vs Culture Amp
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Workday HCM Performance Management32%
Workday HCM Performance Management32%02Betterworks25%
Betterworks25%03Lattice12%
Lattice12%04SAP SuccessFactors11%
SAP SuccessFactors11%05Oracle Fusion Cloud HCM4%
Oracle Fusion Cloud HCM4%06OneStream2%
OneStream2%07Leapsome2%
Leapsome2%0815Five2%
15Five2%09Culture Amp0%
Culture Amp0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Lattice28%
13 of 47 labels negative · 8 of 12 models · 2 hard negative
“Vendors to Avoid: *Certain smaller SaaS providers (e.g., basic tiers of Lattice, Culture Amp” Qwen 3.7 Flash, negative prompt
Workday HCM Performance Management22%
11 of 51 labels negative · 8 of 12 models
“Users report "enterprise-dated" UX and note that continuous performance management features lag behind newer competitors like Lattice” MiniMax M2.5, negative prompt
15Five39%
9 of 23 labels negative · 6 of 12 models · 1 hard negative
“Customization and ease-of-use complaints dominate... Ideal for <1,000 users, not enterprise sprawl.” Grok 4.20, negative prompt
Culture Amp30%
6 of 20 labels negative · 6 of 12 models · 1 hard negative
“Vendors to Avoid: *Certain smaller SaaS providers (e.g., basic tiers of Lattice, Culture Amp” Qwen 3.7 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. 975 links across 275 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Betterworks43 answers · 79 citations · 12 models
vendor site · OKRs Tool36 answers · 36 citations · 11 models
30 answers · 34 citations · 11 models
24 answers · 25 citations · 10 models
vendor site · G223 answers · 30 citations · 12 models
23 answers · 24 citations · 9 models
vendor site · Workhuman23 answers · 23 citations · 9 models
22 answers · 22 citations · 10 models
vendor site · Sprad15 answers · 23 citations · 8 models
15 answers · 15 citations · 10 models
vendor site · HR Cloud14 answers · 14 citations · 7 models
vendor site · PeopleGoal13 answers · 15 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.
35 answers · 11 models
28 answers · 11 models
24 answers · 9 models
24 answers · 10 models
23 answers · 11 models
22 answers · 10 models
22 answers · 9 models
20 answers · 9 models
18 answers · 10 models
12 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 performance management software”, “performance management platforms”, “performance management 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 |
|---|---|---|---|---|---|---|---|
| Workday parent site Workday HCM Performance Management 32%, Workday Adaptive Planning 2% | 34% | 128 | 1,220,000 | 23,848 | |||
| Betterworks betterworks.com | 25% | 220 | 3,600 | 21 | 12,379 | 0 | |
| Lattice lattice.com | 12% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 |
| SAP parent site SAP SuccessFactors 11% | 11% | 389 | 135,000 | 74,309 | |||
| Oracle parent site Oracle Fusion Cloud HCM 4%, Oracle Fusion Cloud EPM 4% | 7% | 310 | 450,000 | 66,611 | |||
| OneStream onestream.com | 2% | 11 | 12,100 | 703 | 32,233 | $36 | 120 |
| Leapsome leapsome.com | 2% | 378 | 2,900 | 32 | 51,450 | $18,531 | 60 |
| 15Five 15five.com | 2% | 352 | 6,600 | 32 | 32,362 | 22 | |
| Ceridian dayforce.com Dayforce 2% | 2% | 339 | 450,000 | 2,983 | 208,252 | 38 | |
| WorkSpark | 2% |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (forbes.com, learn.g2.com, selectsoftwarereviews.com). The first result for “best performance management software” is learn.g2.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 performance management software for an enterprise B2B company?”Paraphrase“Which performance review tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade performance management platforms and how do they differ?”Budget-constrained“What is the best performance management 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 performance management software. What should we look at?”Negative“Which performance management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BetterworksBetterworks, Workday HCM Performance ManagementChangedno first choiceBetterworksagainst: Latticeno first choiceagainst: BambooHR, Culture Amp, Lattice, Leapsome, Workday HCM Performance Management
Three alternatives
Lattice, SAP SuccessFactors, Workday HCM Performance ManagementThree alternatives
Cornerstone OnDemand, Culture Amp, LatticeThree alternatives
Dayforce, SAP SuccessFactors, Workleap OfficevibeGPT-5.4 miniWorkday HCM Performance ManagementWorkday HCM Performance ManagementHeldno first choiceBetterworksno first choicenothing named
Three alternatives
Lattice, Leapsome, SAP SuccessFactorsTwo alternatives
Cornerstone OnDemand, LatticeOne alternative
15FiveGemini 3.5 FlashBetterworksBetterworksHeldno first choiceOneStream, emPerformagainst: 15Five, Lattice, Leapsome, Oracle Hyperionno first choiceagainst: 15Five, Culture Amp, Lattice, Leapsome, Oracle Fusion Cloud HCM, PerformYard, SAP SuccessFactors, Workday HCM Performance Management
Eleven alternatives
Anaplan, CaptivateIQ, Lattice, OneStream, SAP SuccessFactors, Salesforce Spiff, Teamflect, Varicent, Vena, Workday HCM Performance Management, XactlyFour alternatives
Culture Amp, Lattice, Teamflect, Workday HCM Performance ManagementFour alternatives
PerformYard, Planful, SAP SuccessFactors, Workday HCM Performance ManagementPerplexity SonarWorkday HCM Performance Managementagainst: Lattice, LeapsomeBetterworks, Workday HCM Performance ManagementChangedBetterworksagainst: LatticeWorkday HCM Performance Managementagainst: PeopleGoalno first choiceagainst: 15Five, Lattice, Motivosity, Small Improvements, Teamflect, ThriveSparrow, Workleap Officevibe
Two alternatives
Betterworks, SAP SuccessFactorsOne alternative
LatticeThree alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday HCM Performance ManagementThree alternatives
Betterworks, Darwinbox, Oracle Fusion Cloud HCMSix alternatives
Betterworks, Lattice, Leapsome, PerformYard, SAP SuccessFactors, Workday HCM Performance ManagementGrok 4.20SAP SuccessFactors, Workday HCM Performance ManagementWorkday HCM Performance ManagementChangedWorkday HCM Performance ManagementSAP SuccessFactorsagainst: Workday HCM Performance ManagementOracle Fusion Cloud HCM, SAP SuccessFactors, Workday HCM Performance Managementagainst: 15Five, BambooHR, Culture Amp, Dayforce, Engagedly, Lattice, PerformYard, SAP SuccessFactors, Teamflect, Workday HCM Performance Management
Two alternatives
Betterworks, LatticeTwo alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactorsThree alternatives
Oracle Fusion Cloud HCM, SAP SuccessFactors, UKG ProTwo alternatives
Betterworks, PerformYardFive alternatives
15Five, Betterworks, Culture Amp, Lattice, WorkhumanMistral SmallBetterworks, Workday HCM Performance Management15Five, LatticeChangedWorkday HCM Performance ManagementBetterworksno first choiceagainst: 15Five, Betterworks, PerformYard
Three alternatives
15Five, BambooHR, LatticeTwo alternatives
Betterworks, Workday HCM Performance ManagementFour alternatives
Betterworks, Lattice, Oracle Fusion Cloud HCM, SAP SuccessFactorsThree alternatives
Culture Amp, Leapsome, Workday HCM Performance ManagementDeepSeek V4 FlashBetterworks, LatticeBetterworks, LatticeHeldOneStream, Oracle Fusion Cloud EPMLeapsomeagainst: SAP SuccessFactors, Workday HCM Performance Managementno first choiceagainst: BambooHR, Culture Amp, Gusto, Oracle Fusion Cloud HCM, PerformYard, SAP SuccessFactors, Workday HCM Performance Management
Three alternatives
Culture Amp, Leapsome, Workday HCM Performance ManagementTwo alternatives
SAP SuccessFactors, Workday HCM Performance ManagementSix alternatives
Anaplan, Board International, IBM Planning Analytics, SAP Analytics Cloud, Wolters Kluwer CCH Tagetik, Workday Adaptive PlanningOne alternative
BetterworksLlama 4 MaverickWorkday HCM Performance ManagementBetterworksChangedWorkday HCM Performance ManagementBetterworksLatticeagainst: 15Five, Betterworks, Lattice, PerformYard, Workhuman
Three alternatives
15Five, Betterworks, Performance ProTwo alternatives
Darwinbox, LatticeThree alternatives
15Five, Betterworks, LatticeFour alternatives
Darwinbox, Oracle Fusion Cloud HCM, PeopleStrong, Workday HCM Performance ManagementThree alternatives
Leapsome, MangoApps, Oracle Fusion Cloud HCMQwen 3.7 FlashSAP SuccessFactors, Workday HCM Performance ManagementLattice, Workday HCM Performance ManagementChangedBetterworksBetterworksno first choiceagainst: Asana, Culture Amp, Jira, Lattice, Microsoft Viva Glint, Monday.com, PeopleSoft, Qualtrics, SAP, Smartsheet, Trello, Workday HCM Performance Management
Four alternatives
Betterworks, Culture Amp, Lattice, Oracle Fusion Cloud HCMOne alternative
LeapsomeFour alternatives
Lattice, Leapsome, SAP SuccessFactors, Workday HCM Performance ManagementThree alternatives
15Five, Lattice, Workday HCM Performance ManagementKimi K2Oracle Fusion Cloud EPM, Workday HCM Performance ManagementSAP SuccessFactors, Workday HCM Performance ManagementChangedagainst: 15Five, LatticePigmentOracle Fusion Cloud HCMagainst: Workday HCM Performance Managementno first choiceagainst: 15Five, Culture Ampagainst: 15Five, Lattice, SAP SuccessFactors, Workday HCM Performance Management
Four alternatives
15Five, Betterworks, Lattice, SAP SuccessFactorsOne alternative
BetterworksSix alternatives
Anaplan, Board International, OneStream, Oracle Fusion Cloud EPM, Planful, Workday Adaptive PlanningThree alternatives
IceHrm Pro, PerformYard, SAP SuccessFactorsThree alternatives
Lattice, SAP SuccessFactors, Workday HCM Performance ManagementGLM 4.7 FlashXLattice, Oracle Fusion Cloud EPM, Workday Adaptive PlanningWorkday HCM Performance ManagementChangedOneStreamagainst: EPM Live, Epicor, Infor EPMDayforce, SAP SuccessFactorsagainst: BambooHR, Lattice, Workday HCM Performance Management, Workhumanno first choicenothing named
Ten alternatives
15Five, Anaplan, BambooHR, Leapsome, Mooncamp, OneStream, PeopleGoal, Planful, Tability, VenaFive alternatives
Betterworks, Culture Amp, Darwinbox, Lattice, SAP SuccessFactorsNine alternatives
Anaplan, Board International, Jedox, Oracle Fusion Cloud EPM, Pigment, Planful, SAP EPM, Vena, Workday Adaptive PlanningOne alternative
BetterworksMiniMax M2.5Workday HCM Performance ManagementLattice, Workday HCM Performance ManagementChangedWorkday HCM Performance ManagementWorkSparkagainst: OKRs Toolno first choiceagainst: BambooHR, Gusto, SAP SuccessFactors, Workday HCM Performance Management
Two alternatives
Betterworks, Performance ProTwo alternatives
Betterworks, PeopleGoalThree alternatives
Anaplan, Betterworks, OneStreamThree alternatives
Betterworks, Darwinbox, Workday HCM Performance ManagementBold 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 20:48 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:17 | yes | 1 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:58 | yes | 13 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:09 | yes | 20 | 5 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 20:49 | yes | 40 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:18 | yes | 16 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:10 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:42 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:50 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:27 | yes | 20 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:01 | yes | 7 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:44 | yes | 9 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:27 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:11 | yes | 7 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:38 | yes | 20 | 9 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 18:13 | yes | 36 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:25 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:08 | yes | 18 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:49 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:03 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:52 | yes | 9 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:05 | yes | 11 | 72 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:44 | yes | 5 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:42 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:54 | yes | 8 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:29 | yes | 16 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:51 | yes | 20 | 9 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 21:16 | yes | 33 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:45 | yes | 14 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:52 | yes | 19 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:13 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:36 | yes | 5 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:36 | yes | 18 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:23 | yes | 28 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:41 | yes | 5 | 12 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:56 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:51 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:46 | yes | 17 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:32 | yes | 20 | 7 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 21:20 | yes | 35 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:23 | yes | 24 | 43 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:37 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:18 | yes | 9 | 64 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:16 | yes | 23 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:00 | yes | 23 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:46 | yes | 16 | 50 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:04 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:05 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:13 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:06 | yes | 18 | 10 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 18:54 | yes | 14 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:32 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:21 | yes | 19 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:33 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:45 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:56 | yes | 22 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:07 | yes | 14 | 115 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:56 | yes | 5 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:14 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:54 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:55 | yes | 13 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:56 | yes | 20 | 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 21:04 | yes | 23 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:47 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:41 | yes | 30 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:13 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:47 | yes | 14 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:06 | yes | 27 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:57 | yes | 19 | 93 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:56 | yes | 14 | 30 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
Board read as Board International
Ceridian Dayforce read as Dayforce
Cornerstone read as Cornerstone OnDemand
Glint read as Microsoft Viva Glint
HiBob HRIS read as HiBob
Oracle Cloud EPM read as Oracle Fusion Cloud EPM
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Workday read as Workday HCM Performance Management
Workday (Native Performance Module) read as Workday HCM Performance Management
Workday (Talent Management module) read as Workday HCM Performance Management
Workday (Workday HCM) read as Workday HCM Performance Management
Workday HCM read as Workday HCM Performance Management
Workday HCM Performance read as Workday HCM Performance Management
Workday Performance read as Workday HCM Performance Management
Workday Performance & Talent read as Workday HCM Performance Management
Workday Performance & Talent Management read as Workday HCM Performance Management
Workday Performance Management read as Workday HCM Performance Management
Workleap (Officevibe) read as Workleap Officevibe
Workleap Performance read as Workleap Officevibe
Unresolved, counted raw
Axiom
EPM Live
Epicor
Planview Enterprise One
SAP EPM (Analytics Cloud)
Tempo Timesheets
Wolters Kluwer CCH Tagetik
WorkSpark
emPerform
Discontinued, still offered
No shut-down product was recommended here.