Three of fourteen models named Workleap Compensation first on the direct prompt; zero named Trusaic PayParity. Workleap Compensation was named by ten of the fourteen models and Trusaic PayParity by fourteen and Workleap Compensation carries 13 labels and Trusaic PayParity 38, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 pay equity 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 4.1 Fast | ||||||
| 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. Five of five in this category shown.
“Lesser-known or smaller tools (e.g., Barley, Deel) may lack the depth required for enterprise-level analysis.” Mistral Small · negative prompt · hard negative
“Tools Lacking Enterprise Depth (e.g., smaller/low-cost options like Barley... flag them as "avoid for scale"” Grok 4.1 Fast · negative prompt · hard negative
“"Avoid for your scale: Smaller tools like Barley ($5/user/month) or Deel lack enterprise depth"” Muse Glimmer 30B · negative prompt · hard negative
“Barley is ideal for mid-market and enterprise HR teams needing simple compensation analytics and pay band management.” Claude Haiku 4.5 · direct prompt · first choice
“Barley - ideal for mid-market and enterprise HR teams needing simple compensation analytics and pay band management.” Llama 4 Maverick · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Enterprise-focused with quote-only pricing; ... overkill for most small companies.” DeepSeek V4 Flash · budget prompt · hard negative
“Enterprise statistical audit giants (e.g., Syndio, Beqom, Trusaic) are highly robust but typically require custom enterprise contracts and significant implementation effort.” GLM 4.7 FlashX · negative prompt · soft negative
“premium, high-end enterprise pay equity software (like Syndio, Trusaic, or Beqom), which typically ... cost tens of thousands of dollars annually” Gemini 3.5 Flash · budget prompt · soft negative
“the platforms most commonly cited are Syndio, Trusaic or PayAnalytics, depending on whether priority is legal defensibility, remediation workflow or global coverage” Muse Glimmer 30B · scale prompt · first choice
“Choose Trusaic PayParity if you need remediation planning, audit-ready reporting, and multi-country compliance.” Perplexity Sonar · comparative prompt · first choice
“or PayParity if you prioritize detailed pay equity analysis. Both have strong mid-market presence” GLM 4.7 FlashX · paraphrase prompt · first choice
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.