Eleven of fourteen models named ModernLoop first on the direct prompt; three named GoodTime. Both were named by all fourteen models and ModernLoop carries 42 labels and GoodTime 54, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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.
Across every category in the November 2026 Edition, ModernLoop and GoodTime were named in the same answer 113 times, of the 117 answers naming ModernLoop and the 166 naming GoodTime. In those answers GoodTime took the first choice thirty-four times and ModernLoop fifteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“Avoid these for budgets: Tools like GoodTime, Ashby, Paradox, or ModernLoop” Grok 4.20 · budget prompt · hard negative
“recruiting-specific schedulers like GoodTime and ModernLoop are quote-only and usually mid-market to enterprise territory” Muse Glimmer 30B · budget prompt · soft negative
“instead of high-cost enterprise schedulers like GoodTime or ModernLoop” Gemini 3.5 Flash · budget prompt · soft negative
“I'd recommend starting with a demo of ModernLoop. It offers the best balance of features, pricing flexibility, and mid-market focus.” GLM 4.7 FlashX · direct prompt · first choice
“Choose ModernLoop for structured hiring, interviewer utilization and technical recruiting workflows.” Muse Glimmer 30B · direct prompt · first choice
“ModernLoop offers the best balance of ATS integration depth, panel coordination, and automation” MiniMax M2.5 · 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.
“What to Avoid - Enterprise-focused tools like GoodTime, VidCruiter, or Paradox” Kimi K2 · budget prompt · hard negative
“Avoid these for budgets: Tools like GoodTime, Ashby, Paradox, or ModernLoop” Grok 4.20 · budget prompt · hard negative
“Avoid GoodTime (unless you're enterprise and test heavily)” DeepSeek V4 Flash · negative prompt · hard negative
“If you already have an ATS (like Greenhouse/Lever): Add GoodTime. It saves hiring managers significantly more time than Calendly” Qwen 3.7 Flash · paraphrase prompt · first choice
“GoodTime for most mid-market B2B teams that take hiring seriously and want a scalable recruiting workflow.” GPT-5.4 mini · direct prompt · first choice
“Highly rated for mid-market and enterprise use, especially for structured, multi-stage hiring processes” Mistral Small · 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.