Four of fourteen models named Dialpad Ai Contact Center first on the direct prompt; zero named Amazon Connect. Dialpad Ai Contact Center was named by ten of the fourteen models and Amazon Connect by eleven and Dialpad Ai Contact Center carries 29 labels and Amazon Connect 19, so the shares are not directly comparable.
By Dialpad, United States, founded 2014. Named in one category 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.
| 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. Six of seven in this category shown.
“Missed inbound notifications/calls slipping through... Popular but inconsistent for high-stakes contact centers.” Grok 4.1 Fast · negative prompt · hard negative
“limited outbound dialing control and occasional connectivity issues during high-volume campaigns” GLM 4.7 FlashX · negative prompt · soft negative
“While its Pro plan is $69/user/month... may be worth the investment for growing teams” Mistral Small · budget prompt · soft negative
“or Dialpad ($15/user/month) if you're primarily phone-focused and want AI features without the premium price tag” DeepSeek V4 Flash · budget prompt · first choice
“For most mid-market B2B companies, Dialpad and Talkdesk are the top contenders” GLM 4.7 FlashX · direct prompt · first choice
“Dialpad Ai Contact Center represents the most future-proof and practical choice” Gemini 3.5 Flash · direct 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.