One of fourteen models named Voxjar first on the direct prompt; one named Talkdesk Quality Management. Voxjar was named by ten of the fourteen models and Talkdesk Quality Management by nine and Voxjar carries 18 labels and Talkdesk Quality Management 15, so the shares are not directly comparable.
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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | TQ | TQ | TQ | |||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | TQ | |||||
| Grok 4.20 | TQ | TQ | TQ | |||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | TQ | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | TQ |
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.
“Move to Voxjar immediately once you exceed 10-15 agents, as the flat fee becomes more economical than per-seat pricing.” Qwen 3.7 Flash · budget prompt · first choice
“Best Overall for Very Low Budget: Voxjar – free tier, unlimited users, no per‑user fees, and easy to start.” GLM 4.7 FlashX · budget prompt · first choice
“Self‑serve AI QA, unlimited users, free tier; AI scoring and coaching; no sales calls required” GLM 4.7 FlashX · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“platforms like Talkdesk (which includes QA features) have received significant complaints on sites like Trustpilot (rated around 1.5/5 in some periods), including slow issue resolution, high costs, unreliable setups, and inadequate support” Grok 4.20 · negative prompt · hard negative
“their QA modules are robust with AI, but they can feel heavier/ pricier for pure QA needs” Grok 4.20 · direct prompt · soft negative
“the best all-around contact center QA tool is often Talkdesk” GPT-5.4 mini · direct prompt · first choice
“AI-powered with strong analytics, automated QA scoring, and workflow automation... can be more expensive for smaller teams” Grok 4.20 · comparative prompt · alternative
“Best pick for QA teams that need calibration, since side-by-side scoring flows help multiple evaluators stay consistent” Muse Glimmer 30B · 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.