Nine of fourteen models named Chili Piper first on the direct prompt; zero named Cal.com. Chili Piper was named by fourteen of the fourteen models and Cal.com by eleven and Chili Piper carries 40 labels and Cal.com 29, so the shares are not directly comparable.
Named in three categories 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 meeting scheduling page.
Across every category in the October 2026 Edition, Chili Piper and Cal.com were named in the same answer fifty-seven times, of the 242 answers naming Chili Piper and the 113 naming Cal.com. In those answers Cal.com took the first choice eight times and Chili Piper ten.
| 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. Five of five in this category shown.
“What to avoid on a limited budget ... Chili Piper ... has a platform fee on top of per-user licensing.” Muse Glimmer 30B · budget prompt · hard negative
“Avoid pricier options like Chili Piper ($15+/user) unless you need enterprise lead routing.” Grok 4.20 · budget prompt · hard negative
“I'd skip Chili Piper on a limited budget unless advanced lead routing is essential” GPT-6 Luna · budget prompt · hard negative
“If you need advanced inbound form-to-meeting routing across Salesforce/HubSpot, purpose-built enterprise layers such as Chili Piper are benchmarked for under 1 minute speed-to-lead.” Muse Glimmer 30B · scale prompt · first choice
“The traditional heavy hitter for complex B2B sales routing and SDR-to-AE handoffs... a powerful, premium choice for established, high-volume teams.” Gemini 3.5 Flash · scale 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.
“Start with Cal.com if you need: Team features and routing on a budget” Kimi K2 · budget prompt · first choice
“Prioritize open-source like Cal.com for full control/privacy.” Grok 4.20 · negative prompt · first choice
“Cal.com — best overall flexible / open source alternative” Muse Glimmer 30B · comparative 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.