Two of fourteen models named Talkdesk first on the direct prompt; four named CloudTalk. Talkdesk was named by fourteen of the fourteen models and CloudTalk by eleven and Talkdesk carries 46 labels and CloudTalk 27, so the shares are not directly comparable.
Named in eight categories this edition.
Named in thirteen 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 October 2026 Edition, Talkdesk and CloudTalk were named in the same answer fifty-six times, of the 195 answers naming Talkdesk and the 358 naming CloudTalk. In those answers CloudTalk took the first choice eleven times and Talkdesk two.
| 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. Three of four in this category shown.
“Start with Talkdesk or Aircall for most mid-market B2B—Talkdesk if you need enterprise-grade AI/routing” Grok 4.1 Fast · direct prompt · first choice
“For most mid-market B2B companies, Dialpad and Talkdesk are the top contenders” GLM 4.7 FlashX · direct prompt · first choice
“Talkdesk is widely considered the leader in "ease of use" among CCaaS platforms.” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“CloudTalk – ⚠️ Moderate Caution ... Recurring complaints about slow response times for urgent technical matters” Kimi K2 · negative prompt · soft negative
“CloudTalk is a cloud-based contact center platform built for mid-market sales and support teams that manage high call volumes without adding overhead.” Llama 4 Maverick · direct prompt · first choice
“CloudTalk is recommended as the best overall contact center software for mid-market sales & support teams needing AI and CRM depth” Claude Haiku 4.5 · 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.