Two of fourteen models named Talkdesk first on the direct prompt; zero named Amazon Connect. Talkdesk was named by fourteen of the fourteen models and Amazon Connect by eleven and Talkdesk carries 46 labels and Amazon Connect 19, so the shares are not directly comparable.
Named in eight categories this edition.
By Amazon, Seattle, United States, founded 1994. 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 contact center platforms page.
Across every category in the October 2026 Edition, Talkdesk and Amazon Connect were named in the same answer thirty-nine times, of the 195 answers naming Talkdesk and the 77 naming Amazon Connect. In those answers Amazon Connect took the first choice zero times and Talkdesk one.
| 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. Six of seven in this category shown.
“Avoid: NICE CXone and Amazon Connect for mid-sized B2B” Kimi K2 · paraphrase prompt · hard negative
“Some users report reliable performance, but others have experienced authentication outages affecting agent login.” Mistral Small · negative prompt · soft negative
“Not a platform to avoid generally, but don’t assume it’s a plug-and-play call-center package.” GPT-6 Luna · negative prompt · soft negative
“the best fit is usually Amazon Connect for a low-cost, pay-as-you-go contact center” GPT-5.4 mini · budget prompt · first choice
“My default pick for a tight budget is Amazon Connect” GPT-6 Luna · budget prompt · first choice
“For an AWS-oriented team that wants flexibility and usage-based pricing, assess Amazon Connect Customer” GPT-6 Luna · comparative prompt · alternative
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.