Four of fourteen models named PayAnalytics first on the direct prompt; one named Payscale. PayAnalytics was named by eleven of the fourteen models and Payscale by thirteen and PayAnalytics carries 24 labels and Payscale 35, 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. Four of five in this category shown.
“usually more enterprise-oriented and demo-based, so likely less budget-friendly” GPT-5.4 mini · budget prompt · soft negative
“Best Overall for Mid-Market Analytics: PayAnalytics (by beqom) ... widely considered the gold standard for the mid-market” Gemini 3.5 Flash · direct prompt · first choice
“Opt for robust platforms like Syndio, Trusaic, or PayAnalytics with regression analysis, PAG grouping, and remediation sims” Grok 4.1 Fast · negative prompt · first choice
“PayAnalytics | Mid-market friendly, published pricing | Companies at your size wanting a solid regression-based tool” DeepSeek V4 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“with a slight lean toward Payscale Ascent if you want the best mix of scalability, benchmarking, and compensation workflows” GPT-5.4 mini · 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.