Compensation management
Asked as “compensation management software”, and as “salary planning and compensation review software”, on behalf of a mid-market B2B company. 111 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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.
01The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the ten 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 vendor page.
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
09
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Pave18%
Pave18%02Comprehensive15%
Comprehensive15%03Aeqium6%
Aeqium6%04CompLogix5%
CompLogix5%05HiBob5%
HiBob5%06Payscale Ascent5%
Payscale Ascent5%07Salary.com CompAnalyst5%
Salary.com CompAnalyst5%08Ravio4%
Ravio4%09QuotaPath4%
QuotaPath4%10CaptivateIQ3%
CaptivateIQ3%11SalaryCube3%
SalaryCube3%12Everstage3%
Everstage3%13Lattice2%
Lattice2%14Paylocity2%
Paylocity2%15Deel1%
Deel1%16Compport1%
Compport1%17BambooHR1%
BambooHR1%18OpenComp1%
OpenComp1%19Salary.com1%
Salary.com1%20Payscale0%
Payscale0%21Figures0%
Figures0%22beqom0%
beqom0%23Qobra0%
Qobra0%24Mercer0%
Mercer0%25Rippling0%
Rippling0%26HRSoft0%
HRSoft0%27Xactly0%
Xactly0%28Glassdoor0%
Glassdoor0%29Workday0%
Workday0%02What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, 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.
Workday70%
16 of 23 labels negative · 7 of 12 models · 3 hard negative
“Avoid legacy tools designed for enterprises with 5,000+ employees (like *Varicent*, *Xactly*, or *Workday Comp*)” Gemini 3.5 Flash, paraphrase prompt
Glassdoor82%
9 of 11 labels negative · 6 of 12 models · 4 hard negative
“compensation platforms that are mentioned as being potentially problematic include: Salary calculators, recruiter guides, and employee-reported tools (e.g. Glassdoor, Hays)” Llama 4 Maverick, negative prompt
Payscale19%
6 of 32 labels negative · 5 of 12 models · 2 hard negative
“Avoid Payscale and Salary.com if you need modern UX and self-service” DeepSeek V4 Flash, negative prompt
Salary.com29%
8 of 28 labels negative · 5 of 12 models · 2 hard negative
“Dated, Excel-heavy interface requiring vendor dependency for basic changes; Costly paywalls that frustrate users” Kimi K2, negative prompt
03What they cite
Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
132 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. 12 of those lists are Google grounding redirects that name no site and are left out of the counts. 1590 links across 273 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Comprehensive88 answers · 106 citations · 10 models
vendor site · Gartner85 answers · 91 citations · 11 models
vendor site · HiBob63 answers · 63 citations · 10 models
56 answers · 60 citations · 11 models
vendor site · Ravio49 answers · 80 citations · 10 models
vendor site · Guideflow44 answers · 53 citations · 10 models
vendor site · Deel42 answers · 45 citations · 10 models
vendor site · People Managing People41 answers · 49 citations · 9 models
32 answers · 58 citations · 9 models
30 answers · 44 citations · 9 models
vendor site · Aeqium28 answers · 36 citations · 9 models
vendor site · CaptivateIQ27 answers · 35 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.
82 answers · 10 models
81 answers · 11 models
63 answers · 10 models
53 answers · 11 models
42 answers · 10 models
40 answers · 9 models
33 answers · 10 models
25 answers · 8 models
23 answers · 7 models
21 answers · 9 models
04How 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.
ModelDirect“What is the best compensation management software for a mid-market B2B company?”Paraphrase“Which salary planning and compensation review software would you recommend to a mid-sized B2B company?”Comparative“What are the top compensation platforms and how do they differ?”Budget-constrained“What is the best compensation management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a compensation management software. What should we look at?”Negative“Which compensation platforms should I avoid or be cautious about?”
Claude Haiku 4.5HiBob HRIS, Payscale Ascent, QuotaPathCompportChangedPayscaleagainst: HiBob, Personio, WorkdayComprehensive, PromptPayPlanner, QuotaPath, SimplyMeritno first choiceagainst: Claimmoney, Compensation Claims GB, DoorDash, Uber
Six alternatives
Everstage, Lattice, Paycom, Paylocity, Payscale, XactlyTwo alternatives
Comprehensive, OpenCompSix alternatives
CaptivateIQ, CompLogix, Complete, Compport, HRSoft, beqomOne alternative
CompeaseGPT-5.4 miniCaptivateIQ, Lattice CompensationLattice, Lattice Compensation, Payfactors, Payscale AscentChangedno first choiceCompUp, Gustoagainst: Payscale Ascentno first choicenothing named
Seven alternatives
HRSoft, Payscale, SAP SuccessFactors Compensation, Varicent, Xactly, Xactly Incent, beqomThree alternatives
CaptivateIQ, Salary.com, beqomFive alternatives
CaptivateIQ, Oracle, Payscale, Salary.com, WorkdayFour alternatives
CompLogix / Harvest HCM Compensation, Deel, Salary.com, SalaryCubeGemini 3.5 FlashCaptivateIQ, Everstage, Paveagainst: HiBob, RipplingCaptivateIQ, PaveChangedagainst: SAP SuccessFactors, Varicent, Workday, Xactly, beqomPaveagainst: ADP, CompLogix, HRSoft, Rippling, SAP SuccessFactors, Workday, Workday CompensationAeqium, BambooHRagainst: CaptivateIQ, HRSoft, Payscale, Spiff, Workday, Workday Compensation, Xactly, beqomPaveagainst: Carta, ChatGPT, Glassdoor, Neevo, Workday
Eight alternatives
Aeqium, CompLogix, Compport, Comprehensive, Pequity, Performio, Qobra, QuotaPathFive alternatives
Aeqium, Comprehensive.io, Everstage, QuotaPath, Workleap BarleySeven alternatives
CaptivateIQ, CompUp, Deel, Payscale, Pequity, QuotaPath, VaricentSeven alternatives
ClearOffer, Compport, Comprehensive, Deel, OpenComp, QuotaPath, RipplingFour alternatives
Aeqium, Barley, CompUp, ComprehensivePerplexity SonarComprehensive, HiBobComprehensive, DealHub CPQ, Payscale AscentChangedno first choiceQuotaPath, Salary.com CompAnalystno first choiceagainst: Glassdoor
Six alternatives
CaptivateIQ, CompLogix, Payscale Ascent, Performio, QuotaPath, SalaryCubeFive alternatives
Conga CPQ, HiBob, Ravio, SalaryCube, Salesforce CPQ / Revenue CloudEleven alternatives
Aeqium, CaptivateIQ, CompLogix, HiBob, Lattice, Mercer, Payscale, Ravio, Salary.com, Workday Compensation, beqomThree alternatives
BambooHR, Compease, ComprehensiveGrok 4.1 FastCompLogixComprehensive, Pave, SimplyMeritChangedagainst: WorkdayPavePaveagainst: Salary.comComprehensiveagainst: Oracle, SAPagainst: BambooHR, Glassdoor, HiBob, Indeed Salary, Levels.fyi, Payscale, Salary.com
Six alternatives
Comprehensive, HiBob, Paylocity, Payscale Ascent, Salary.com CompAnalyst, SimplyMeritOne alternative
PayscaleSix alternatives
Comprehensive, Figures, Lattice, Payscale, Ravio, Salary.comSix alternatives
BambooHR Elite, Comprehensive.io, Deel HR, Empxtrack, Ravio, Salary.com CompAnalystEight alternatives
Darwinbox, Deel, Figures, Payscale, Ravio, Salary.com, SalaryCube, beqomMistral SmallEverstage, HiBob, Payscale AscentComprehensive, SalaryCubeChangedagainst: Pave, SAP SuccessFactors, Workdayno first choicePave, Salary.com CompAnalystno first choiceagainst: Glassdoor, Indeed, Levels.fyi, LinkedIn Salary Insights, Payscale, Salary.com
Four alternatives
CompLogix, Compport, Paylocity, QuotaPathFour alternatives
Barley, CompLogix, Compease, HiBobFive alternatives
Comprehensive, Deel HR, Lattice Compensate, OpenComp, RavioDeepSeek V4 FlashLattice, Pave, QuotaPathOpenComp, PaveChangedagainst: beqomAeqiumagainst: Brightmine, HiBob, Mercer, Mercer IBE, Pave, Personio, Radford, Rippling, Varicent, WTW, Workday, Xactly, beqomAeqium, Comprehensive, HR Performance Solutions, Pave, Ravioagainst: OpenComp, PayScale/Payfactors, Workday, Xactly, beqomComprehensive, Pave, Ravio, SalaryCube, Stello AIagainst: HRSoft, SAP, Workday, beqomagainst: Payscale, Salary.com, Workday Compensation, Xactly, beqom
Seven alternatives
CaptivateIQ, CompLogix, Compport, Everstage, HiBob, Lattice Compensation, PayscaleTwo alternatives
Aeqium, LatticeTwelve alternatives
CaptivateIQ, CompAnalyst, CompLogix, Compport, Comprehensive, Lattice, Lattice Compensate, Pave, Radford, Ravio, Varicent, beqomThree alternatives
Deel HR, Lattice Compensate, Salary.comLlama 4 MaverickEverstageCompUp, ComprehensiveChangedno first choiceSalary.com CompAnalystno first choiceagainst: Glassdoor, Hays, Ravio
Two alternatives
HiBob HRIS, Payscale AscentFive alternatives
Aeqium, Deel, Figures, HRSoft, SalaryCube Comp PlanningSix alternatives
Assemble, CompAnalyst, Lattice, Mercer, Pave, PayscaleOne alternative
BobQwen 3.7 FlashDeel, HiBobagainst: beqomChartHop, CompLogixChangedPaveEmpxtrack, Pave, Salary.com CompAnalystagainst: Lattice Compensate, SAP, Salary.com, Workdayno first choiceagainst: Oracle, SAPagainst: ADP, Alignerr, Angell, Appen, Carta, Clickworker, Gusto, Labelbox, Oracle HCM Cloud, Paycor, QuickBooks Live Payroll, Rippling, SAP SuccessFactors, Workday
Six alternatives
Figures, Lattice, Payfactors, Payscale Ascent, Qommet, Salary.comFive alternatives
Aeqium, Paycor, Payscale Ascent, Salary.co, XactlySix alternatives
CompAnalyst, Comprehensive.io, Figures, HiBob, Workday HCM / Adaptive Works, beqomSix alternatives
BambooHR, Google Sheets / Excel, Gusto, OpenComp, Ravio, RipplingKimi K2CompLogix, Comprehensive, Pave, PequityAeqium, Carta Total Compensation, CompaChangedPaveComprehensive, Pave, Raviono first choiceagainst: Alignerr, Amazon Flex, DoorDash, Favor, Glassdoor, Grubhub, Instacart, Lyft, Monster, Payscale, Salary.com, Scale AI / Outlier AI / Remotasks, Shipt, Uber, Workday
Six alternatives
Aeqium, CompUp, Compport, Everstage, HiBob, Lattice CompensationFive alternatives
Comprehensive, Pave, Payscale, Pequity, SalaryCube Comp PlanningTen alternatives
Aeqium, Barley, Carta Total Compensation, Compa, Comprehensive, Figures, Payfactors, Syndio, Syndio PayEQ, beqomEight alternatives
BambooHR, Compease, Comprehensive.io, HR Performance Solutions, Lattice Compensate, Payscale, Salary.com, ZenefitsGLM 4.7 FlashXAeqium, CompLogix, SalaryCubeAeqium, ComprehensiveChangedSalary.comAeqium, Comprehensive, Empxtrack, Pave, Ravioagainst: Lattice Compensateno first choiceagainst: Benjamin, FreeCash, Gusto, Paycor, Paylocity, UKG Ready
Four alternatives
HiBob, Pave, Payscale Ascent, SalaryCube Comp PlanningTen alternatives
ADP, CompLogix, Compport, Dayforce, HiBob, Pave, SalaryCube, SalaryCube Comp Planning, Workday, beqomEleven alternatives
BambooHR Elite, Carta Total Comp, Comprehensive, Figures, Lattice Compensate, Mercer IBE, OpenComp, Pave, Payscale, Qobra, RavioSix alternatives
BambooHR, Bureau of Labor Statistics, Deel HR, OpenComp, QuotaPath, RipplingMiniMax M2.5CompLogix, HiBob HRIS, Paylocity, Payscale AscentComprehensive, HiBob, PaylocityChangedagainst: Workday HCMno first choiceComprehensive, Pave, Salary.comComprehensive, Paveagainst: Amazon Flex, Amazon Mechanical Turk, Bolt, Droppa, Fiverr, Freelancer.com, Gig Wage, InDriver, Ola, PeoplePerHour, PicUp, Rev, SecretAgent, Stripe, Uber & UberEats, Upwork
Two alternatives
HiBob, PaveSix alternatives
BambooHR, CompAnalyst, Comprehensive.io, Deel, Pave, RipplingTwelve alternatives
CompAnalyst, Compa, Comprehensive, Figures, Pave, Payfactors, Qobra, Ravio, Syndio PayEQ, Visdum, Workday, beqomFive alternatives
BambooHR, Gusto, Paycom, Pick, RavioFour alternatives
15Five, HRSoft, Workday, beqomBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
05The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
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 17:54 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:47 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:08 | yes | 19 | 52 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:54 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 21:21 | yes | 16 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:40 | yes | 7 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:03 | yes | 16 | 41 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:31 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:18 | yes | 5 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:01 | yes | 8 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:54 | yes | 23 | 100 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:35 | yes | 5 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:17 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:41 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:24 | yes | 20 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:17 | yes | 20 | 14 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 21:07 | yes | 27 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:23 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 21:43 | yes | 23 | 65 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:29 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:27 | yes | 16 | 52 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:01 | yes | 24 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:06 | yes | 14 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:50 | yes | 14 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:56 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:30 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:04 | yes | 18 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:00 | yes | 20 | 9 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 21:38 | yes | 23 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:38 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:43 | yes | 18 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:56 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:13 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:24 | yes | 17 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:11 | yes | 12 | 136 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:00 | yes | 9 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:30 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:22 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 20 | 54 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:04 | yes | 20 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 20:59 | yes | 37 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:02 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:28 | yes | 9 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:20 | yes | 8 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:41 | yes | 12 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:56 | yes | 21 | 70 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:24 | yes | 5 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:38 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 11 | 37 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:35 | yes | 20 | 10 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 21:10 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:04 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:44 | yes | 23 | 70 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:32 | yes | 5 | 7 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:54 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:36 | yes | 13 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:33 | no | 0 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:55 | yes | 5 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:48 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:22 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:06 | yes | 18 | 57 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:48 | yes | 20 | 7 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 20:02 | yes | 25 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:11 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:42 | yes | 20 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:54 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:05 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:56 | yes | 20 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:55 | yes | 28 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:07 | yes | 5 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Advanced-HR's Option Impact
Angell
Angellist
Benjamin
Bolt
Cedar Compensation
Claimmoney
ClearOffer
CompLogix / Harvest HCM Compensation
Compensation Claims GB
Conga CPQ
DealHub CPQ
Droppa
FreeCash
Gig Wage
HubSpot CPQ
InDriver
Indeed Salary
Labelbox
Neevo
OptionImpact
Orcharstrata
PandaDoc
PicUp
Pick
Prolific
PromptPayPlanner
Qommet
QuickBooks Live Payroll
Respondent.io
Rev
Salary.co
Salary.com Compensation Management
Salesforce CPQ / Revenue Cloud
Scale AI / Outlier AI / Remotasks
SecretAgent
Shareworks
Swagbucks
TailoredPay
Team Ohana
Uber & UberEats
UserInterviews
Visier Compensation
Welcome
Workday HCM / Adaptive Works
Workday modules
Discontinued, still offered
No shut-down product was recommended here.