Two of fourteen models named HRSoft Compensation Management first on the direct prompt; two named CaptivateIQ. HRSoft Compensation Management was named by ten of the fourteen models and CaptivateIQ by eight and HRSoft Compensation Management carries 13 labels and CaptivateIQ 12, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the compensation management page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Often cited as a strong mid-market/enterprise fit for orgs that have outgrown spreadsheets but don't want the cost or rigidity of a full HCM suite.” Muse Glimmer 30B · direct prompt · first choice
“or HRSoft if you need more comprehensive workflow automation and governance” GLM 4.7 FlashX · direct prompt · first choice
“Best if you need more dedicated compensation planning but still want value: HRsoft Compensation Management” GPT-5.4 mini · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“dedicated enterprise tools (like Beqom, Workday Compensation, or CaptivateIQ) are usually cost-prohibitive and overly complex” Gemini 3.5 Flash · budget prompt · soft negative
“CaptivateIQ (Best overall for mid-market B2B sales teams)” Gemini 3.5 Flash · direct prompt · first choice
“CaptivateIQ is my default pick for a mid-market B2B company” GPT-6 Luna · direct prompt · first choice
“Add an ICM Platform (CaptivateIQ, QuotaPath) if: Your finance or sales ops team is losing days every month calculating sales commissions” Gemini 3.5 Flash · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.