Two of fourteen models named Talkdesk first on the direct prompt; one named Aircall. Talkdesk was named by fourteen of the fourteen models and Aircall by eleven and Talkdesk carries 47 labels and Aircall 23, so the shares are not directly comparable.
Named in five categories this edition.
By Q109016663, Paris, founded 2014. Named in six 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, Talkdesk and Aircall were named in the same answer forty-seven times, of the 157 answers naming Talkdesk and the 230 naming Aircall. In those answers Aircall took the first choice thirteen 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 4.20 | ||||||
| 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 six in this category shown.
“Frequent mentions of call quality issues (echo, latency, drops)... scalability and consistency draw complaints” Grok 4.20 · negative prompt · soft negative
“Some users experience slow loading pages and limited on-call support, especially with bulk SMS” Claude Haiku 4.5 · negative prompt · soft negative
“Test reporting against your real requirements before signing.” Perplexity Sonar · negative prompt · soft negative
“Talkdesk is the most common mid-market pick. It is a Gartner Leader in 2025, AI-native, and is priced for mid-market scale.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best Overall: Talkdesk ... Talkdesk is the most balanced recommendation” DeepSeek V4 Flash · paraphrase prompt · first choice
“Dialpad and Talkdesk are standout choices if AI and flexibility are priorities” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Received a very high negative sentiment (86% negative labels), with users citing issues that make it unreliable” Mistral Small · negative prompt · hard negative
“Aircall, for example, requires a minimum of 3 licenses even if you only need 1–2 agents. This can be a dealbreaker for the smallest teams.” DeepSeek V4 Flash · budget prompt · soft negative
“Aircall Essentials at $30-40/user/mo is the current consensus pick for 5-50 agents” Muse Glimmer 30B · budget prompt · first choice
“Best Overall for Mid-Market B2B: Aircall” Kimi K2 · direct prompt · first choice
“Aircall (~$30/user/month) offers the deepest CRM integration at a lower price point, though it is voice-centric.” Kimi K2 · paraphrase 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.