Index › HR › Performance and talent management › Performance management › Enterprise · November 2026 Edition
Performance management for enterprise buyers
Asked as “performance management software”, and as “performance review tool”, on behalf of an enterprise B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Workday HCM Performance Management 18%
33Betterworks18Workday HCM Performance Management13Lattice36others
33% of first choices, contested.
Since October 2026▼−4Since October 2026: 37% → 33%, −4 points. Inside the 13-point floor: within noise.Betterworks held the lead, −4 points on 37%, inside the 13-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
Lattice25%Contested↗new leaderNew leader since October 2026: Lattice (25%) replaces Zoho People (18% then, 2% now), 23 points clear, past the 13-point floor.Standing →Mid-marketLattice47%Clear leader▲+4Since October 2026: 43% → 47%, +4 points. Inside the 13-point floor: within noise.Standing →Enterprise
Betterworks33%Contested▼−4Since October 2026: 37% → 33%, −4 points. Inside the 13-point floor: within noise.This page
Lattice25%Contested↗new leaderNew leader since October 2026: Lattice (25%) replaces Zoho People (18% then, 2% now), 23 points clear, past the 13-point floor.Standing →Mid-marketLattice47%Clear leader▲+4Since October 2026: 43% → 47%, +4 points. Inside the 13-point floor: within noise.Standing →EnterpriseBetterworks33%Contested▼−4Since October 2026: 37% → 33%, −4 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Betterworks33%4%55endorsed leader▼−4Since October 2026: 37% → 33%, −4 points. Inside the 13-point floor: within noise.37% → 33%
Betterworks33%4%55endorsed leader▼−4Since October 2026: 37% → 33%, −4 points. Inside the 13-point floor: within noise.37% → 33%02
Workday HCM Performance Management18%17%58accepted challenger▼−2Since October 2026: 20% → 18%, −2 points. Inside the 13-point floor: within noise.20% → 18%
Workday HCM Performance Management18%17%58accepted challenger▼−2Since October 2026: 20% → 18%, −2 points. Inside the 13-point floor: within noise.20% → 18%03Lattice13%22%67accepted challenger▼−6Since October 2026: 19% → 13%, −6 points. Inside the 13-point floor: within noise.19% → 13%
Lattice13%22%67accepted challenger▼−6Since October 2026: 19% → 13%, −6 points. Inside the 13-point floor: within noise.19% → 13%04
SAP SuccessFactors9%16%55accepted challenger▼−1Since October 2026: 10% → 9%, −1 point. Inside the 13-point floor: within noise.10% → 9%
SAP SuccessFactors9%16%55accepted challenger▼−1Since October 2026: 10% → 9%, −1 point. Inside the 13-point floor: within noise.10% → 9%05
15Five7%27%48criticized challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%
15Five7%27%48criticized challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise.2% → 7%06
Leapsome5%12%32accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise.0% → 5%
Leapsome5%12%32accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise.0% → 5%07
Culture Amp2%12%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Culture Amp2%12%26accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%08
PerformYard2%40%10criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
PerformYard2%40%10criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
10
BambooHR0%75%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
BambooHR0%75%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Oracle Fusion Cloud HCM0%6%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Oracle Fusion Cloud HCM0%6%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%The floor is 13 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 enterprise.
All ten head-to-head pages: the top five products, each against each
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Betterworks33%
Betterworks33%02Workday HCM Performance Management18%
Workday HCM Performance Management18%03Lattice13%
Lattice13%04SAP SuccessFactors9%
SAP SuccessFactors9%0515Five7%
15Five7%06Leapsome5%
Leapsome5%07Culture Amp2%
Culture Amp2%08PerformYard2%
PerformYard2%09Oracle Fusion Cloud HCM0%
Oracle Fusion Cloud HCM0%10BambooHR0%
BambooHR0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Lattice22%
15 of 67 labels negative · 10 of 14 models · 3 hard negative
“Add-on modules compound quickly; mandatory annual minimums; less proven at the tens-of-thousands scale.” DeepSeek V4 Flash, budget prompt
SAP SuccessFactors16%
9 of 55 labels negative · 9 of 14 models · 2 hard negative
“Mixed ROI with high costs, inconsistent support quality/response times, and configuration challenges” Grok 4.20, negative prompt
BambooHR75%
9 of 12 labels negative · 8 of 14 models · 5 hard negative
“platforms to avoid or approach with significant caution ... Examples: *BambooHR, Gusto, Eddy, BreezeHR, Small Improvements*” Gemini 3.5 Flash, negative prompt
Workday HCM Performance Management17%
10 of 58 labels negative · 8 of 14 models · 3 hard negative
“Platforms to Approach with Significant Caution (or Potentially Avoid)... Steep learning curve, unintuitive navigation, excessive clicks” Grok 4.20, negative 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
75 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. 881 links across 246 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 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.
vendor site · Betterworks53 answers · 101 citations · 12 models
vendor site · Lead Change Group36 answers · 58 citations · 10 models
vendor site · G219 answers · 34 citations · 11 models
vendor site · Rework19 answers · 22 citations · 10 models
vendor site · Engagedly17 answers · 19 citations · 9 models
vendor site · Worxmate15 answers · 17 citations · 9 models
vendor site · HR Cloud12 answers · 12 citations · 10 models
11 answers · 13 citations · 7 models
11 answers · 11 citations · 7 models
10 answers · 11 citations · 5 models
vendor site · Eletive10 answers · 10 citations · 6 models
10 answers · 10 citations · 6 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.
42 answers · 11 models
27 answers · 10 models
19 answers · 10 models
14 answers · 7 models
12 answers · 8 models
10 answers · 8 models
10 answers · 5 models
10 answers · 7 models
10 answers · 6 models
9 answers · 5 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 |
|---|---|---|---|---|---|---|---|
| Betterworks betterworks.com | 33% | 220 | 3,600 | 21 | 12,379 | 0 | |
| Workday parent site Workday HCM Performance Management 18%, Workday Adaptive Planning 0% | 18% | 128 | 1,220,000 | 23,848 | |||
| Lattice lattice.com | 13% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 |
| SAP parent site SAP SuccessFactors 9%, SAP Analytics Cloud 0% | 9% | 389 | 135,000 | 74,309 | |||
| 15Five 15five.com | 7% | 352 | 6,600 | 32 | 32,362 | 22 | |
| Leapsome leapsome.com | 5% | 378 | 2,900 | 32 | 51,450 | $18,531 | 60 |
| Ceridian dayforce.com Dayforce 5% | 5% | 339 | 450,000 | 2,983 | 208,252 | 38 | |
| Culture Amp cultureamp.com | 2% | 354 | 14,800 | 121 | 174,918 | 35 | |
| Cultivate | 2% | ||||||
| Papaya papayaglobal.com | 2% | 246,000 | 31,430 | 189,744 | $8,309 | 11 |
Google's top ten for the three searches hold 18 sites; 2 of them are among the sites the models cited here (engagedly.com, forbes.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 4.5Betterworksno first choiceChangedWorkhumanDayforceno first choiceagainst: BambooHR, Lattice, Workday HCM Performance Management
Three alternatives
Lattice, SAP SuccessFactors, Workday HCM Performance ManagementNine alternatives
Anaplan, BambooHR, Betterworks, Drivetrain, Jedox, Lattice, Leapsome, Vena, Workday HCM Performance ManagementTwo alternatives
Betterworks, SAP SuccessFactorsGPT-5.4 miniWorkday HCM Performance ManagementSAP SuccessFactorsChangedOracle Fusion Cloud EPM15Fiveno first choiceagainst: Talos Perform
Two alternatives
Lattice, SAP SuccessFactorsTwo alternatives
Lattice, LeapsomeFive alternatives
Anaplan, OneStream, SAP Analytics Cloud, Wolters Kluwer CCH Tagetik, Workday Adaptive PlanningOne alternative
LatticeGemini 3.5 FlashBetterworks, LatticeCulture Amp, LatticeChangedSAP SuccessFactors, Workday HCM Performance Managementno first choiceagainst: 15Five, Latticeno first choiceagainst: 15Five, BambooHR, BreezeHR, Eddy, Gusto, Lattice, Leapsome, PerformYard, Small Improvements
Three alternatives
Culture Amp, SAP SuccessFactors, Workday HCM Performance ManagementThree alternatives
Betterworks, SAP SuccessFactors, Workday HCM Performance ManagementThree alternatives
Betterworks, Culture Amp, LatticeSeven alternatives
ClearCompany, Oracle Fusion Cloud HCM, PerformYard, SAP SuccessFactors, Teamflect, Workday HCM Performance Management, Workleap OfficevibePerplexity SonarBetterworksBetterworksHeldWorkday HCM Performance ManagementBetterworksagainst: 15Five, Latticeno first choiceagainst: 15Five, ClearCompany, Culture Amp, Lattice, Leapsome, Microsoft Viva Glint, PerformYard, Small Improvements, ThriveSparrow, Trakstar, Workleap Officevibe
Six alternatives
15Five, Lattice, Leapsome, SAP SuccessFactors, Workday HCM Performance Management, WorkhumanFour alternatives
Culture Amp, Lattice, SAP SuccessFactors, Workday HCM Performance ManagementSeven alternatives
Betterworks, Cornerstone OnDemand, Culture Amp, Lattice, Leapsome, Oracle Fusion Cloud HCM, SAP SuccessFactorsTwo alternatives
SAP SuccessFactors, Workday HCM Performance ManagementGrok 4.20BetterworksWorkday HCM Performance ManagementChangedagainst: LatticeBetterworks, Workday HCM Performance Managementagainst: HiBobWorkday HCM Performance ManagementLatticeagainst: ADP Workforce Now, BambooHR, Cornerstone OnDemand, Halogen, Infor, Lumesse, Oracle Taleo, PeopleFluent, SAP SuccessFactors, Saba, SumTotal, UKG Pro, Workday HCM Performance Management
Four alternatives
15Five, Lattice, SAP SuccessFactors, Workday HCM Performance ManagementThree alternatives
Betterworks, Oracle Fusion Cloud HCM, SAP SuccessFactorsSix alternatives
15Five, Culture Amp, Engagedly, Lattice, Leapsome, SAP SuccessFactorsThree alternatives
Betterworks, Microsoft Viva, SAP SuccessFactorsFour alternatives
15Five, Betterworks, Engagedly, LeapsomeMistral Small15FiveBetterworks, SAP SuccessFactors, Workday HCM Performance ManagementChangedSAP SuccessFactorsDayforce, Latticeno first choiceagainst: Catch, SAP SuccessFactors
Three alternatives
Betterworks, Lattice, LeapsomeTwo alternatives
15Five, LatticeFive alternatives
15Five, Lattice, Oracle Fusion Cloud HCM, UKG Pro, Workday HCM Performance ManagementTwo alternatives
Betterworks, Workday HCM Performance ManagementDeepSeek V4 FlashBetterworksBetterworksHeldagainst: 15Five, LatticeBetterworks, LatticeBetterworksagainst: 15Five, Cornerstone OnDemand, Lattice, Leapsome, Workday HCM Performance Managementno first choiceagainst: Workday HCM Performance Managementagainst: BambooHR, Effy AI, Gusto, Lattice, ReviewSnap, SAP SuccessFactors, SilkRoad, SurveySparrow, Trakstar, Zoho People
Five alternatives
15Five, Lattice, Leapsome, SAP SuccessFactors, Workday Adaptive PlanningTwo alternatives
SAP SuccessFactors, Workday HCM Performance ManagementSeven alternatives
15Five, Culture Amp, Leapsome, Oracle Fusion Cloud EPM, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday HCM Performance ManagementOne alternative
SAP SuccessFactorsThree alternatives
15Five, Lattice, SAP SuccessFactorsLlama 4 Maverick15Five, Lattice, LeapsomeBetterworksChangedno first choiceWorkday HCM Performance Managementno first choiceagainst: PerformYard, SAP SuccessFactors
Five alternatives
Darwinbox, HR Cloud Perform, Lattice, SAP SuccessFactors, Workday HCM Performance ManagementFour alternatives
15Five, Betterworks, Darwinbox, ThriveSparrowQwen 3.7 FlashLeapsomeBetterworks, SAP SuccessFactors, Workday HCM Performance ManagementChangedno first choiceZoho Peopleagainst: 15FiveCultivate, Papayaagainst: 15Five, BetterUp, Latticeagainst: 15Five, Kallidus, Perform by ELMO Software, Workday Performance Module
Six alternatives
15Five, Betterworks, Lattice, Salesforce, Varicent, XactlyTwo alternatives
Lattice, LeapsomeTwo alternatives
Lattice, PeopleHumOne alternative
Workday HCM Performance ManagementKimi K2BetterworksBetterworksHeldOracle Fusion Cloud EPMBetterworksagainst: 15Five, Culture Amp, Engagedly, Lattice, Leapsomeno first choiceagainst: Latticeagainst: BambooHR, SAP SuccessFactors, Workday HCM Performance Management
Six alternatives
15Five, Lattice, Leapsome, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday HCM Performance ManagementTwo alternatives
Culture Amp, LeapsomeThree alternatives
Anaplan, OneStream, SAPThree alternatives
PPM Express, SAP SuccessFactors, Workday HCM Performance ManagementGLM 4.7 FlashXSAP SuccessFactors, Workday HCM Performance ManagementWorkday HCM Performance ManagementChangedagainst: 15Five, BambooHR, LatticeBetterworksDayforceno first choiceagainst: BambooHR, Cognos, Oracle Fusion Cloud HCM, Paycor Perform, SAP SuccessFactors, Workday HCM Performance Management
Two alternatives
15Five, LatticeTwo alternatives
Betterworks, SAP SuccessFactorsSix alternatives
15Five, Culture Amp, Lattice, Leapsome, SAP SuccessFactors, Workday HCM Performance ManagementOne alternative
SAP SuccessFactorsMiniMax M2.515FiveLatticeChangedSAP SuccessFactors, Workday HCM Performance ManagementBetterworks, PerformYardagainst: Culture Amp, Lattice, Workday HCM Performance Managementno first choiceagainst: SAP SuccessFactors, Workday HCM Performance Management
Three alternatives
Engagedly, SAP SuccessFactors, Workday PeakonThree alternatives
Betterworks, SAP SuccessFactors, Workday HCM Performance ManagementSix alternatives
15Five, Betterworks, Lattice, Leapsome, Oracle Fusion Cloud HCM, RipplingOne alternative
SAP SuccessFactorsGPT-6 LunaBetterworksWorkday HCM Performance ManagementChangedCCH Tagetik, OneStream, Oracle Fusion Cloud EPMLatticeagainst: Betterworksno first choiceagainst: 15Five, ADP Workforce Now, BambooHR, Betterworks, Oracle modules, Paycom, Paycor, Paylocity, SAP SuccessFactors, Workday HCM Performance Management
Three alternatives
Culture Amp, Lattice, Workday HCM Performance ManagementOne alternative
LatticeFive alternatives
Anaplan, IBM Planning Analytics, Pigment, SAP Analytics Cloud, Workday Adaptive PlanningThree alternatives
Oracle Fusion Cloud HCM, SAP, Workday HCM Performance ManagementMuse Glimmer 30BLeapsomeSAP SuccessFactors, Workday HCM Performance ManagementChangedagainst: BambooHRWorkday HCM Performance ManagementBetterworksagainst: 15Five, Lattice, SAP SuccessFactors, Workday HCM Performance Managementno first choiceagainst: ClearCo, ClearCompany, Mitratech Perform, PerformYard, Primalogik, Small Improvements, Trakstar
Five alternatives
15Five, Betterworks, Lattice, SAP SuccessFactors Performance and Goals, Workday HCM Performance ManagementOne alternative
BetterworksSeven alternatives
15Five, Betterworks, Culture Amp, Lattice, Leapsome, Oracle Fusion Cloud HCM Talent / Oracle Fusion Cloud EPM, SAP SuccessFactorsOne alternative
PerformSparkBold 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 10:08 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:54 | yes | 3 | 6 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 10:33 | no | 0 | 13 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:26 | yes | 10 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:26 | yes | 24 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:27 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:12 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 14 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:40 | yes | 14 | 151 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:54 | yes | 10 | 78 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:18 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 23 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:00 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:47 | yes | 2 | 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 09:37 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:56 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:38 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:24 | yes | 22 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:41 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:57 | yes | 5 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:22 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:06 | yes | 14 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:27 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:51 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:50 | yes | 6 | 9 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 12:26 | no | 0 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 58 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 12 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:37 | yes | 24 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:00 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:43 | yes | 5 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 24 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 24 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:55 | yes | 20 | 66 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:57 | yes | 8 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:59 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:46 | yes | 20 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | yes | 3 | 6 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 11:44 | yes | 9 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 17 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:41 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 25 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:35 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 10 | 74 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:37 | yes | 20 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:09 | yes | 21 | 157 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 15 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | yes | 24 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:50 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:18 | yes | 5 | 9 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 11:54 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:00 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 15 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:51 | yes | 25 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:59 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:34 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:16 | yes | 13 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:06 | yes | 25 | 71 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 10 | 42 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:43 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:15 | yes | 15 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:58 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:56 | yes | 5 | 7 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 08:49 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:54 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 15 | 39 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:48 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 25 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:46 | yes | 5 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:29 | yes | 21 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:58 | yes | 15 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:22 | yes | 25 | 56 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 20 | 25 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
ADP read as ADP Workforce Now
Board read as Board International
Cornerstone read as Cornerstone OnDemand
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 HCM read as Oracle Fusion Cloud HCM
Oracle HCM Cloud read as Oracle Fusion Cloud HCM
Oracle HCM Cloud (Performance Management) read as Oracle Fusion Cloud HCM
Workday read as Workday HCM Performance Management
Workday (Performance Management Module Specifically) read as Workday HCM Performance Management
Workday HCM 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
Workday Talent Management read as Workday HCM Performance Management
Workleap (formerly Officevibe / Performance) read as Workleap Officevibe
Workleap Performance read as Workleap Officevibe
Unresolved, counted raw
BlackLine
BreezeHR
CLEAR Talent
Cisco AppDynamics
Cognos (performance-related analytics)
Datadog
Dynatrace
HR Cloud Perform
Halogen
KS-Agents 360°
New Relic
Oracle Fusion Cloud HCM Talent / Oracle Fusion Cloud EPM
Oracle Fusion HCM Performance
Oracle modules
PPM Express
Perform by ELMO Software
PerformSpark
SAP BPC/Group Reporting
SAP SuccessFactors Performance and Goals
SilkRoad
Talos Perform
Wolters Kluwer CCH Tagetik
Workday Performance Module
Discontinued, still offered
No shut-down product was recommended here.