Zero of fourteen models named Amazon Connect first on the direct prompt; zero named Dialpad Ai Contact Center. Amazon Connect was named by twelve of the fourteen models and Dialpad Ai Contact Center by ten and Amazon Connect carries 28 labels and Dialpad Ai Contact Center 17, so the shares are not directly comparable.
By Amazon, Seattle, United States, founded 1994. Named in two categories this edition.
By Dialpad, United States, founded 2014. Named in two 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, Amazon Connect and Dialpad Ai Contact Center were named in the same answer sixteen times, of the 93 answers naming Amazon Connect and the 63 naming Dialpad Ai Contact Center. In those answers Dialpad Ai Contact Center took the first choice zero times and Amazon Connect 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 4.20 | ||||||
| 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. Six of seven in this category shown.
“Only choose these if your entire company already runs natively on those ecosystems; they are highly customizable but require technical setup” Qwen 3.7 Flash · scale prompt · soft negative
“Avoid if you do not have a dedicated technical team familiar with AWS. It is not ideal for non-technical managers.” Qwen 3.7 Flash · negative prompt · soft negative
“Criticized for unpredictable pricing (pay-per-use model), which can lead to high costs for high-volume teams.” Mistral Small · negative prompt · soft negative
“For a company with a limited budget, Amazon Connect (from AWS) stands out as one of the best options.” Grok 4.20 · budget prompt · first choice
“Amazon Connect (Best Overall for Low or Variable Call Volumes)” Gemini 3.5 Flash · budget prompt · first choice
“Choose Amazon Connect when the organization already runs on AWS and has technical resources to build and integrate.” Perplexity Sonar · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid these for large, complex operations. They are fine for small teams, but you may hit a ceiling quickly as you grow.” Qwen 3.7 Flash · negative prompt · soft negative
“Dialpad and Talkdesk are standout choices if AI and flexibility are priorities” Mistral Small · paraphrase prompt · first choice
“Choose Dialpad AI Contact Center when you need built‑in voice, AI transcription, and tight CRM integration.” GLM 4.7 FlashX · comparative prompt · alternative
“Choose Dialpad if you want an AI-native platform that combines your business phone system and contact center” Kimi K2 · 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.