Four of fourteen models named ModernLoop first on the direct prompt; one named Ashby. ModernLoop was named by thirteen of the fourteen models and Ashby by eleven and ModernLoop carries 26 labels and Ashby 18, so the shares are not directly comparable.
Named in one category this edition.
Named in eight 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 interview scheduling 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 six in this category shown.
“they're overkill for a budget-conscious small company” DeepSeek V4 Flash · budget prompt · hard negative
“you don't need to spend thousands of dollars on enterprise-grade recruiting software like GoodTime or ModernLoop” Gemini 3.5 Flash · budget prompt · soft negative
“My default pick: ModernLoop—if you’re a mid-market B2B company with a dedicated recruiting team and regular multi-person interview panels.” GPT-6 Luna · direct prompt · first choice
“Platforms like candidate.fyi, GoodTime, and ModernLoop are specifically designed to handle complex, multi-stage panel loops” Gemini 3.5 Flash · scale prompt · first choice
“Top Pick: ModernLoop ... widely considered the gold standard for mid-market recruiting teams” Gemini 3.5 Flash · direct prompt · first choice
No label in this category carried a quote.
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.