Eight of fourteen models named CloudTalk first on the direct prompt; two named Talkdesk. CloudTalk was named by eleven of the fourteen models and Talkdesk by fourteen and CloudTalk carries 21 labels and Talkdesk 47, so the shares are not directly comparable.
Named in nine categories this edition.
Named in five 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 contact center platforms page.
Across every category in the November 2026 Edition, CloudTalk and Talkdesk were named in the same answer forty-seven times, of the 366 answers naming CloudTalk and the 157 naming Talkdesk. In those answers Talkdesk took the first choice three times and CloudTalk fourteen.
| 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. Two of two in this category shown.
“CloudTalk is positioned as best overall contact center software for mid-market sales & support teams needing AI and CRM depth” Muse Glimmer 30B · direct prompt · first choice
“Start by evaluating Aircall or CloudTalk if you want a modern, affordable platform with strong CRM ties.” Kimi K2 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Frequent mentions of call quality issues (echo, latency, drops)... scalability and consistency draw complaints” Grok 4.20 · negative prompt · soft negative
“Some users experience slow loading pages and limited on-call support, especially with bulk SMS” Claude Haiku 4.5 · negative prompt · soft negative
“Test reporting against your real requirements before signing.” Perplexity Sonar · negative prompt · soft negative
“Talkdesk is the most common mid-market pick. It is a Gartner Leader in 2025, AI-native, and is priced for mid-market scale.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best Overall: Talkdesk ... Talkdesk is the most balanced recommendation” DeepSeek V4 Flash · paraphrase prompt · first choice
“Dialpad and Talkdesk are standout choices if AI and flexibility are priorities” Mistral Small · paraphrase 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.