Two of fourteen models named Zendesk QA first on the direct prompt; one named Insightful. Zendesk QA was named by fourteen of the fourteen models and Insightful by eight and Zendesk QA carries 38 labels and Insightful 14, so the shares are not directly comparable.
By Zendesk, San Francisco, United States, founded 2007. Named in one category this edition.
Named in one category 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 quality assurance page.
Across every category in the November 2026 Edition, Zendesk QA and Insightful were named in the same answer twenty-three times, of the 108 answers naming Zendesk QA and the 32 naming Insightful. In those answers Insightful took the first choice seven times and Zendesk QA 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. Four of five in this category shown.
“Great if you're already on Zendesk ... However, the per-agent pricing can add up.” DeepSeek V4 Flash · budget prompt · soft negative
“Zendesk QA if you're on Zendesk (best integration, best UX, reasonable price)” DeepSeek V4 Flash · direct prompt · first choice
“My default pick would be Zendesk QA—if your support team already runs on Zendesk.” GPT-6 Luna · paraphrase prompt · first choice
“My Top Recommendation: Zendesk QA (formerly Klaus)” Kimi K2 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Insightful and Zendesk QA are top contenders due to their comprehensive features, ease of use, and strong integration capabilities” Mistral Small · direct prompt · first choice
“Recommendation: Start with Insightful if you have fewer than 20 agents.” Qwen 3.7 Flash · budget prompt · first choice
“Real-time dashboards, smart scorecards, and performance tracking. Highly rated (4.8/5) for mid-size businesses” Grok 4.20 · direct 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.