Nine of fourteen models named Chili Piper first on the direct prompt; one named HubSpot Meetings. Both were named by all fourteen models and Chili Piper carries 40 labels and HubSpot Meetings 48, so the shares are not directly comparable.
Named in three categories this edition.
By HubSpot, Cambridge, United States, founded 2006. 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 meeting scheduling page.
Across every category in the October 2026 Edition, Chili Piper and HubSpot Meetings were named in the same answer seventy-three times, of the 242 answers naming Chili Piper and the 117 naming HubSpot Meetings. In those answers HubSpot Meetings took the first choice eight times and Chili Piper twenty.
| 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. Six of seven in this category shown.
“"### 7. HubSpot Meetings ❌ Worst 0/5 for non-sales use."” Muse Glimmer 30B · negative prompt · hard negative
“Reasons to be cautious: Limited customer support, a limited free version, syncing issues, occasional glitches, and it can be expensive” Mistral Small · negative prompt · soft negative
“Limitation: It lacks the advanced intelligent routing... this can become a bottleneck as lead volumes grow.” Qwen 3.7 Flash · direct prompt · soft negative
“start with HubSpot Meetings (if willing to use HubSpot CRM) or Calendly's free tier” MiniMax M2.5 · budget prompt · first choice
“For most sales teams on a tight budget, HubSpot Meeting Scheduler is the clear winner.” DeepSeek V4 Flash · budget prompt · first choice
“HubSpot Meetings stands out as the top choice—it's completely free with HubSpot's CRM” Grok 4.20 · 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.