Three of fourteen models named Syndio first on the direct prompt; three named Workleap Compensation. Syndio was named by fourteen of the fourteen models and Workleap Compensation by ten and Syndio carries 45 labels and Workleap Compensation 13, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 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. Six of eight in this category shown.
“Small businesses should avoid enterprise-grade, complex tools like Syndio that demand dedicated rewards staff and quote-based pricing.” Llama 4 Maverick · negative prompt · hard negative
“What to Avoid on a Limited Budget - Syndio ... Not ideal for tight budgets.” 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
“Go with Syndio or Trusaic. Their ability to handle massive, messy HRIS datasets and translate them into legally defensible global narratives is unmatched.” Gemini 3.5 Flash · comparative prompt · first choice
“Syndio is a leading pay equity platform trusted by organizations of all sizes... Syndio is best for legally defensible enterprise audits” Claude Haiku 4.5 · comparative prompt · first choice
“Syndio is likely the best overall choice due to its robust pay transparency features, scalability, and strong compliance support” Mistral Small · paraphrase prompt · first choice
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
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.