Index › HR › Compensation and total rewards › Compensation management › Enterprise · September 2026 Edition
Compensation management for enterprise buyers
Asked as “compensation management software”, and as “salary planning and compensation review software”, on behalf of an enterprise B2B company. 89 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
35%
Contested · beqom 20%
35Workday Compensation20beqom03CompLogix42others
35% 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 five 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
Pave vs Salary.com CompAnalystPave vs CompLogixPave vs Payscale AscentPave vs RavioComprehensive.io vs AeqiumComprehensive.io vs HiBobComprehensive.io vs Salary.com CompAnalystComprehensive.io vs CompLogixComprehensive.io vs Payscale AscentComprehensive.io vs RavioAeqium vs HiBobAeqium vs Salary.com CompAnalystAeqium vs CompLogixAeqium vs Payscale AscentAeqium vs RavioHiBob vs Salary.com CompAnalystHiBob vs CompLogixHiBob vs Payscale AscentHiBob vs RavioSalary.com CompAnalyst vs CompLogixSalary.com CompAnalyst vs Payscale AscentSalary.com CompAnalyst vs RavioCompLogix vs Payscale AscentCompLogix vs RavioPayscale Ascent vs Ravio
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 →
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05
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18R19
20Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Workday Compensation35%
Workday Compensation35%02beqom20%
beqom20%03SAP SuccessFactors Compensation3%
SAP SuccessFactors Compensation3%04CompLogix3%
CompLogix3%05Compport3%
Compport3%06Varicent3%
Varicent3%07HRSoft Compensation Management2%
HRSoft Compensation Management2%08CaptivateIQ2%
CaptivateIQ2%09UKG Pro Compensation2%
UKG Pro Compensation2%10Pave2%
Pave2%11Darwinbox Compensation Management1%
Darwinbox Compensation Management1%12Salary.com CompAnalyst1%
Salary.com CompAnalyst1%13Payscale1%
Payscale1%14Xactly1%
Xactly1%15Anaplan1%
Anaplan1%16Oracle Fusion Cloud Compensation0%
Oracle Fusion Cloud Compensation0%17Payscale Ascent0%
Payscale Ascent0%18Mercer IBE0%
Mercer IBE0%19Radford0%
20Lattice Compensation0%
Lattice Compensation0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, 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.
Workday Compensation20%
17 of 86 labels negative · 10 of 12 models
“While Workday is a major player, enterprises should be cautious: Best only for enterprises fully committed to the entire Workday stack - High cost and long implementation” Kimi K2, negative prompt
Pave34%
10 of 29 labels negative · 7 of 12 models · 2 hard negative
“Avoid pure "comp-only" tools like Pave/Ravio/Lattice (better for <1K users; less predictable at scale” Grok 4.20, budget prompt
beqom11%
10 of 87 labels negative · 7 of 12 models · 1 hard negative
“Never proceed with beqom or Varicent” DeepSeek V4 Flash, budget prompt
Lattice Compensation55%
6 of 11 labels negative · 6 of 12 models · 2 hard negative
“Avoid completely: ... Performance platforms with thin comp modules (Lattice, Leapsome)” 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
130 of 144 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. 2070 links across 300 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Comprehensive85 answers · 96 citations · 11 models
vendor site · Gartner73 answers · 100 citations · 12 models
vendor site · Darwinbox73 answers · 82 citations · 11 models
vendor site · CaptivateIQ60 answers · 94 citations · 10 models
vendor site · Guideflow60 answers · 69 citations · 11 models
vendor site · CompLogix55 answers · 67 citations · 11 models
vendor site · G251 answers · 55 citations · 12 models
vendor site · BetterComp50 answers · 65 citations · 10 models
vendor site · G242 answers · 78 citations · 11 models
vendor site · Ravio41 answers · 64 citations · 9 models
38 answers · 41 citations · 10 models
38 answers · 38 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.
80 answers · 11 models
73 answers · 11 models
71 answers · 12 models
47 answers · 11 models
44 answers · 10 models
43 answers · 10 models
43 answers · 9 models
42 answers · 11 models
38 answers · 9 models
36 answers · 10 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 compensation management software”, “compensation management software”, “compensation platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Workday parent site Workday Compensation 35%, Workday Advanced Compensation 2%, Workday HCM 1% | 38% | 211 | 1,220,000 | 23,848 | ||||
| beqom beqom.com | 20% | 88 | 590 | 6 | 9,491 | 11 | ||
| SAP parent site SAP SuccessFactors Compensation 3% | 3% | 64 | 135,000 | 74,309 | ||||
| CompLogix complogix.io | 3% | 12 | 70 | 0 | 966 | 8 | ||
| Compport compport.com | 3% | 35 | 110 | 1 | 2,146 | |||
| CompUp compup.io | 3% | 59 | 40 | 2 | 3,016 | |||
| Varicent varicent.com | 3% | 12 | 2,400 | 3,259 | 3,584 | 24 | ||
| HRSoft Compensation Management hrsoft.com | 2% | 35 | 40 | 0 | 1,230 | 15 | ||
| CaptivateIQ captivateiq.com | 2% | 63 | 4,400 | 41 | 17,854 | 31 | 7 | |
| UKG Pro Compensation ukg.com | 2% | 15 | 0 | 310,168 | $11,996 | 120 |
Google's top ten for the three searches hold 23 sites; 6 of them are among the sites the models cited here (captivateiq.com, comprehensive.io, g2.com, gartner.com, peoplemanagingpeople.com, ravio.com). The first result for “best compensation management 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 compensation management software for an enterprise B2B company?”Paraphrase“Which salary planning and compensation review software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade compensation platforms and how do they differ?”Budget-constrained“What is the best compensation 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 compensation management software. What should we look at?”Negative“Which compensation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceCompport, beqomChangedCompport, beqomCompUp, beqomagainst: CaptivateIQ, Xactlyno first choiceagainst: Comprehensive.io, Lattice Compensation, Payscale, Workday Compensation, beqom
Six alternatives
HRSoft Compensation Management, Oracle Talent Management Cloud, Qobra, SAP SuccessFactors HCM, Xactly Incent, beqomFive alternatives
CompLogix, SAP SuccessFactors Compensation, Workday Compensation, Workday HCM, XactlyFour alternatives
Comprehensive.io, Deel, UKG Pro Compensation, Workday CompensationTwo alternatives
Pave, Workday CompensationGPT-5.4 miniWorkday CompensationWorkday CompensationHeldWorkday CompensationCompUp, SAP SuccessFactors Compensationagainst: Workday Compensationno first choiceagainst: Anaplan, CompLogix, Salesforce Spiff
Six alternatives
Anaplan, CaptivateIQ, Oracle Fusion Cloud Compensation, Oracle Workforce Rewards Cloud, Payscale Ascent, XactlySix alternatives
ADP Compensation / Comprehensive, ChartHop, HRSoft Compensation Management, SAP SuccessFactors Compensation, Xactly Incent, beqomTen alternatives
ADP Workforce Now, Anaplan, Dayforce, Oracle Fusion Cloud Compensation, Payscale Ascent, SAP SuccessFactors Compensation, Salary.com CompAnalyst, UKG Pro Compensation, Xactly, beqomTwo alternatives
HRSoft Compensation Management, Oracle Fusion Cloud CompensationGemini 3.5 FlashVaricent, beqomagainst: Workday or SAP SuccessFactorsCompport, beqomChangedagainst: Workday CompensationBetterComp, Performio, beqomagainst: Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Salesforce Spiff, Varicent, Workday CompensationCompXL, SecureSheetHRSoft Compensation Management, Pave, beqomagainst: Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Workday Compensationagainst: BambooHR Compensation, Barley, Callidus/SAP Commissions, CaptivateIQ, Excel, Google Sheets, Gusto, HiBob, Levels.fyi, Pave, Qobra, QuickBooks, QuotaPath, Rippling, SAP SuccessFactors Compensation, Spiff, Varicent, Workday Advanced Compensation, Workday Compensation, Workleap Compensation
Six alternatives
CaptivateIQ, Compport, HRSoft Compensation Management, Performio, Salesforce Spiff, XactlyEight alternatives
CaptivateIQ, CompLogix, HRSoft Compensation Management, Pave, SAP SuccessFactors Compensation, Varicent, Workday Compensation, XactlyNine alternatives
CaptivateIQ, CompLogix, Compport, HRSoft Compensation Management, Pave, Payscale, Ravio, Salary.com CompAnalyst, VaricentFour alternatives
Compport, HRSoft Compensation Management, Payfactors, beqomSix alternatives
Aeqium, CompLogix, Comprehensive.io, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Workday CompensationPerplexity SonarWorkday CompensationCompLogix, Workday CompensationChangedagainst: SAP SuccessFactors CompensationWorkday Compensation, beqomCompUp, Workday Compensation, beqomagainst: Payscale, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Workday Compensationno first choiceagainst: Compport, Lattice Compensation, Pave, PayScale/Payfactors, Payscale, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Workday Compensation, beqom
Five alternatives
CaptivateIQ, Darwinbox Compensation Management, Payscale, SAP SuccessFactors Compensation, beqomSix alternatives
Darwinbox Compensation Management, HRSoft Compensation Management, Oracle Fusion Cloud Compensation, Payscale, SAP SuccessFactors Compensation, beqomSeven alternatives
Aeqium, CompLogix, Darwinbox Compensation Management, HRSoft Compensation Management, Oracle Fusion Cloud Compensation, Payscale, SAP SuccessFactors CompensationOne alternative
SAP SuccessFactors CompensationGrok 4.20Workday CompensationWorkday CompensationHeldWorkday CompensationPaycom, Workday Compensationagainst: ADP Workforce Now, Lattice Compensation, Oracle Fusion Cloud Compensation, Pave, Ravio, SAP SuccessFactors Compensation, UKG Pro Compensation, Workday CompensationWorkday Compensation, beqomagainst: Deel, Pave, Payscale, Ravio, SAP SuccessFactors Compensation, Varicent, Workday Compensation, Xactly
Five alternatives
CaptivateIQ, Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Varicent, beqomFive alternatives
Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Salary.com CompAnalyst, UKG Pro Compensation, beqomTwo alternatives
Oracle Fusion Cloud Compensation, Xactly IncentThree alternatives
Salary.com CompAnalyst, UKG Pro Compensation, beqomSix alternatives
Aeqium, CompLogix, HRSoft Compensation Management, Pave, Payscale, PequityMistral SmallPayscale, Workday CompensationPequity, UKG Pro Compensation, Workday CompensationChangedDarwinbox Compensation Management, Workday Advanced Compensation, beqomWorkday Compensationagainst: CompAnalyst, Compa, Compport, Ravio, beqomno first choiceagainst: Core Commissions, Easy-Commission, HRSoft Compensation Management, Javelin, Model N, Payscale, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Workday Compensation
Four alternatives
Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Trusaic, beqomTwo alternatives
Barley, RavioThree alternatives
CaptivateIQ, Payscale, Workday CompensationDeepSeek V4 FlashCaptivateIQ, Performio, Varicent, beqomCaptivateIQ, beqomChangedWorkday Advanced Compensation, beqomagainst: VaricentHRSoft Compensation Management, beqomagainst: Pave, Payscale Ascent, Salary.com CompAnalyst, Varicent, Xactly, beqomno first choiceagainst: Anaplan, CompXL, HRSoft Compensation Management, Javelin SPM, Lattice Compensation, Leapsome, Mercer IBE, Model N, Pave, PayScale/Payfactors, Payscale, Radford, Radford/Mercer, SAP SuccessFactors Compensation, SalaryCube Comp Planning, Salesforce Revenue Cloud, WTW, Workday Compensation, Xactly, Xactly Incent, beqom
Ten alternatives
Mercer IBE, Oracle Fusion Cloud Compensation, Payscale, Radford, Radford/Mercer, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Syndio PayEQ, Workday Compensation, XactlySix alternatives
CURO, Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Varicent, Workday Compensation, XactlyTwelve alternatives
CaptivateIQ, Darwinbox Compensation Management, HRSoft Compensation Management, Mercer Compensation Surveys, Oracle Fusion Cloud Compensation, Pave, Payscale, Ravio, SAP SuccessFactors Compensation, Workday Compensation, Xactly, Xactly IncentSix alternatives
Compport, Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Varicent, Workday Compensation, XactlyLlama 4 Maverickno first choicePequityChangedno first choiceWorkday Compensationno first choiceagainst: Lattice Compensation, Pave, SalaryCube Comp Planning, Workday Compensation, beqom
Two alternatives
Payscale Ascent, Salary.com CompAnalystThree alternatives
Mercer IBE, Payscale, beqomFive alternatives
Darwinbox Compensation Management, HRSoft COMPview, Paycom, Payscale Ascent, Salary.com CompAnalystQwen 3.7 FlashAeqium, Anaplan, Workday CompensationLumination, Varicent, XactlyChangedbeqomIllumiWare, Paveagainst: Salary.com CompAnalystno first choiceagainst: ADP Workforce Now, BambooHR Compensation, Deel, Excel, Gusto, Lawson, Oyster, Paychex, PeopleSoft, QuickBooks Online Payroll, Remote, Rippling, Xero Payroll, Zenefits, on-premise SAP
Six alternatives
ChartHop, CompLogix, HRSoft COMPview, QuotaPath, SAP SuccessFactors Compensation, XactlyFive alternatives
Anaplan, ChartHop, CompAnalyst, Pave, Workday CompensationFourteen alternatives
Aon Radford, CompAnalyst, CompLogix, Mercer IBE, Mercer/ Radford, Oracle Fusion Cloud Compensation, Pave, Payscale, Ravio, SAP SuccessFactors Compensation, Spiff, Syndio PayEQ, Workday Compensation, Xactly IncentSeven alternatives
Anaplan, Compa, Deel, Oracle Fusion Cloud Compensation, Rippling, SAP SuccessFactors Compensation, Workday Adaptive PlanningKimi K2SAP SuccessFactors Compensation, Workday Compensation, beqomWorkday Advanced Compensation, beqomChangedagainst: Salary.com CompAnalystOracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Workday Advanced Compensation, Workday Compensationagainst: Salesforce Spiff, VaricentSalary.com CompAnalyst, Workday HCM, beqomagainst: CompLogix, Xactlyno first choiceagainst: Paveagainst: Payfactors, Payscale, SAP SuccessFactors Compensation, Workday Compensation, beqom
Six alternatives
Anaplan, CaptivateIQ, Oracle Fusion Cloud Compensation, Payscale, Spiff, XactlyThree alternatives
Payscale Ascent, SAP SuccessFactors Compensation, Salary.com CompAnalystFour alternatives
CaptivateIQ, Darwinbox Compensation Management, Xactly, beqomThree alternatives
Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Workday CompensationFive alternatives
Decusoft, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Workday Compensation, beqomGLM 4.7 FlashXWorkday Compensation, beqomWorkday CompensationChangedWorkday Compensation, beqomSAP SuccessFactors Compensation, Workday Compensationagainst: Lattice Compensate, Lattice Compensation, Pave, Ravio, beqomno first choiceagainst: Paycom, Workday Compensation
Nine alternatives
HiBob, Mercer IBE, Oracle Fusion Cloud Compensation, Paycom, Payscale Ascent, Radford, SAP SuccessFactors Compensation, Salary.com CompAnalyst, UKG Pro CompensationNine alternatives
Darwinbox Compensation Management, HRSoft COMPview, Oracle Fusion Cloud Compensation, Paycom, Payscale, SAP SuccessFactors Compensation, Salary.com CompAnalyst, UKG Pro Compensation, beqomEleven alternatives
CaptivateIQ, CompLogix, Darwinbox Compensation Management, HRSoft Compensation Management, Lattice Compensation, Payscale, SAP SuccessFactors Compensation, Salary.com CompAnalyst, Syndio PayEQ, UKG Pro Compensation, XactlyOne alternative
beqomMiniMax M2.5Darwinbox Compensation Management, Workday Compensation, beqomCompLogixChangedbeqomCompport, UKG Pro CompensationWorkday Compensationnothing named
Six alternatives
CaptivateIQ, CompAnalyst, Oracle Fusion Cloud Compensation, SAP SuccessFactors Compensation, Varicent, VisierThree alternatives
HRSoft COMPview, Trusaic, Workday CompensationFive alternatives
CaptivateIQ, CompAnalyst, Darwinbox Compensation Management, Dayforce, Workday CompensationThree alternatives
SAP SuccessFactors Compensation, Workday Compensation, beqomTwo alternatives
Darwinbox Compensation Management, VisierBold 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 18:18 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:52 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:25 | yes | 17 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:40 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:28 | yes | 33 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:22 | yes | 9 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:50 | yes | 16 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:33 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:03 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:12 | yes | 14 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:54 | yes | 12 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:28 | yes | 5 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:57 | yes | 14 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:02 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:03 | yes | 15 | 50 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:43 | yes | 19 | 6 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 19:16 | yes | 39 | 21 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:58 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:54 | yes | 14 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:17 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:17 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:21 | yes | 13 | 174 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:12 | yes | 5 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:16 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:18 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:52 | yes | 14 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:03 | yes | 20 | 11 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 18:36 | yes | 31 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:11 | yes | 24 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:10 | yes | 17 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:37 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:53 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:48 | yes | 26 | 47 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:40 | yes | 9 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:22 | yes | 5 | 61 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:10 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:42 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 21 | 49 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:27 | 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 20:27 | yes | 43 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:56 | yes | 19 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:03 | yes | 26 | 60 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:02 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:35 | yes | 24 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:03 | yes | 13 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:54 | yes | 27 | 199 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:30 | yes | 17 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:36 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:13 | yes | 3 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:07 | yes | 12 | 52 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:59 | yes | 20 | 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 18:21 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:30 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:45 | yes | 25 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:24 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:42 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:19 | yes | 23 | 64 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:39 | yes | 23 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:00 | no | 0 | 43 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:21 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:52 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:03 | yes | 18 | 51 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:00 | yes | 20 | 10 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 20:04 | yes | 16 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:51 | yes | 9 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:54 | yes | 28 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:44 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:06 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:11 | yes | 26 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:22 | yes | 14 | 19 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:39 | yes | 8 | 24 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
BambooHR read as BambooHR Compensation
Carta's Total Compensation read as Carta Total Comp
Comprehensive read as Comprehensive.io
Darwinbox read as Darwinbox Compensation Management
HRSoft read as HRSoft Compensation Management
HRSoft (COMPview / CompTrak) read as HRSoft Compensation Management
HRSoft (COMPview / PerformView) read as HRSoft Compensation Management
HRSoft (COMPview) read as HRSoft Compensation Management
HRSoft (CompView) read as HRSoft Compensation Management
HRSoft (including Compview) read as HRSoft Compensation Management
Lattice read as Lattice Compensation
Lattice (Compensate) read as Lattice Compensation
Lattice's Compensation Module read as Lattice Compensation
Mercer read as Mercer IBE
Oracle read as Oracle Fusion Cloud Compensation
Oracle Cloud HCM read as Oracle Fusion Cloud Compensation
Oracle Cloud HCM Compensation read as Oracle Fusion Cloud Compensation
Oracle Compensation read as Oracle Fusion Cloud Compensation
Oracle Fusion Cloud HCM read as Oracle Fusion Cloud Compensation
Oracle HCM read as Oracle Fusion Cloud Compensation
Oracle HCM Cloud read as Oracle Fusion Cloud Compensation
Oracle HCM Compensation read as Oracle Fusion Cloud Compensation
Oracle HCM Workforce Compensation read as Oracle Fusion Cloud Compensation
Oracle Workforce Compensation read as Oracle Fusion Cloud Compensation
SAP SuccessFactors read as SAP SuccessFactors Compensation
SAP SuccessFactors Compensation Management read as SAP SuccessFactors Compensation
SAP SuccessFactors Compensation Module read as SAP SuccessFactors Compensation
Salary.com read as Salary.com CompAnalyst
Salary.com (CURO) read as Salary.com CompAnalyst
Salary.com (CompAnalyst) read as Salary.com CompAnalyst
SalaryCube read as SalaryCube Comp Planning
Syndio read as Syndio PayEQ
Syndio (PayEQ) read as Syndio PayEQ
UKG read as UKG Pro Compensation
UKG (Ultimate Kronos Group) read as UKG Pro Compensation
UKG Pro read as UKG Pro Compensation
Workday read as Workday Compensation
Workday Comp read as Workday Compensation
Workday Compensation Management read as Workday Compensation
Workday Compensation Module read as Workday Compensation
Workleap/Barley read as Workleap Compensation
beqom PaySuite read as beqom
Unresolved, counted raw
ADP Compensation / Comprehensive
Callidus/SAP Commissions
Compensation Workbench
Core Commissions
Easy-Commission
Iconixx
IllumiWare
Javelin
Javelin SPM
Ledgy
Lumination
Mercer Compensation Surveys
Oracle Workforce Rewards Cloud
Salesforce Revenue Cloud
SecureSheet
Total Rewards Staffing
VARIS
Workday or SAP SuccessFactors (Compensation Modules)
beqo
Discontinued, still offered
No shut-down product was recommended here.