Zero of fourteen models named LiveAgent first on the direct prompt; zero named Amazon Connect. LiveAgent was named by eleven of the fourteen models and Amazon Connect by eleven and LiveAgent carries 12 labels and Amazon Connect 19, so the shares are not directly comparable.
Named in five 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.
| 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.
“LiveAgent: Starting at a low price point, LiveAgent is a highly affordable option that is great for voice-first teams and has a fast setup.” Llama 4 Maverick · budget prompt · first choice
“LiveAgent stands out as one of the cheapest options, starting at $15 per user/month, making it an excellent choice for tight budgets.” Claude Haiku 4.5 · budget prompt · first choice
“LiveAgent, CloudTalk, and Freshcaller are widely considered the best options in 2026 due to their low entry costs” Qwen 3.7 Flash · budget 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.