Six of fourteen models named ControlUp first on the direct prompt; zero named 1inch. ControlUp was named by eleven of the fourteen models and 1inch by ten and ControlUp carries 19 labels and 1inch 17, 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 digital employee experience 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 4.20 | ||||||
| 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.
“its enterprise-oriented pricing may be less suitable for a tightly constrained budget” Perplexity Sonar · budget prompt · soft negative
“ControlUp is commonly cited as the mid-market sweet spot because of lower entry cost, faster time-to-value and strong virtual-session / VDI visibility” Muse Glimmer 30B · direct prompt · first choice
“Best Overall for Mid-Market Agility & ROI: ControlUp (ControlUp ONE / Edge DX)” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd suggest evaluating Nexthink or ControlUp based on the search results” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“most analysts would not recommend using a retail crypto DEX directly” DeepSeek V4 Flash · direct prompt · soft negative
“Start with 1inch on Polygon or Arbitrum for the best balance of low costs, flexibility, and scalability” Grok 4.20 · budget prompt · first choice
“1inch for general trading offer the best combination of low fees and reliability” GLM 4.7 FlashX · budget prompt · first choice
“Use reputable aggregators like 1inch or CowSwap for better routing and less slippage.” Grok 4.20 · negative 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.