Two of fourteen models named GoodTime first on the direct prompt; zero named Koalendar. GoodTime was named by fourteen of the fourteen models and Koalendar by seven and GoodTime carries 49 labels and Koalendar 10, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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. Six of eight in this category shown.
“What to avoid if on a tight budget: Enterprise-level tools like GoodTime or ModernLoop” DeepSeek V4 Flash · budget prompt · hard negative
“Users report technical issues, including frequent crashes, missing time slots, and incorrect calendar availability display.” GLM 4.7 FlashX · negative prompt · soft negative
“Caveat: It has a steeper price tag (often starting around $15,000 to $40,000/year) and a longer implementation curve” Gemini 3.5 Flash · paraphrase prompt · soft negative
“look toward standalone partners like Goodtime or Gem as they are designed specifically for the volume and complexity typical of 500-person companies” Qwen 3.7 Flash · scale 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
“For complex panels, frequent rescheduling, or lots of recruiting coordination, compare GoodTime and ModernLoop.” GPT-6 Luna · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“It's the top pick for simple automated interview scheduling, especially for small and mid-sized recruiting teams” Claude Haiku 4.5 · budget prompt · first choice
“Start with Koalendar or Calendly's free plan to get basic functionality without cost.” GLM 4.7 FlashX · budget prompt · first choice
“Cal.com free tier or Koalendar free forever give the most features without cost” Muse Glimmer 30B · budget 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.