Five of twelve models named ModernLoop first on the direct prompt; four named Lever. ModernLoop was named by eleven of the twelve models and Lever by eleven and ModernLoop carries 29 labels and Lever 28, so the shares are not directly comparable.
Named in one category this edition.
Named in nine categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 |
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 seven in this category shown.
“Enterprise, quote-only, often thousands per month — avoid these on a limited budget” DeepSeek V4 Flash · budget prompt · hard negative
“expensive administrative overkill for small-to-midsize companies (under 100 employees)” Gemini 3.5 Flash · negative prompt · soft negative
“ModernLoop can add friction and slow your process” GLM 4.7 FlashX · negative prompt · soft negative
“ModernLoop is the strongest default choice because it is repeatedly positioned as a mid-market tool with strong automation” Perplexity Sonar · direct prompt · first choice
“The Top Pick: ModernLoop ... widely considered the strongest standalone scheduling tool for mid-market companies” GLM 4.7 FlashX · direct prompt · first choice
“Add ModernLoop (or Calendly for lighter needs) on top — it's the value sweet spot for mid-market.” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“its native scheduling tool is frequently cited by users as having the "absolute worst UX."” Qwen 3.7 Flash · negative prompt · hard negative
“Less structured tools, pricier renewals ... they're overkill (and 2-5x costlier) for most mid-sized B2B ops” Grok 4.1 Fast · paraphrase prompt · soft negative
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.