Zero of fourteen models named Deputy first on the direct prompt; zero named MangoApps. Deputy was named by nine of the fourteen models and MangoApps by seven and Deputy carries 14 labels and MangoApps 15, so the shares are not directly comparable.
Named in nine categories this edition.
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 frontline employee apps 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“less frontline-focused but good for hybrid B2B” Grok 4.20 · direct prompt · soft negative
“Blink / MangoApps: Strong all-in-one platforms (HR + Comms + Scheduling). Good for replacing multiple silos.” Qwen 3.7 Flash · scale prompt · first choice
“Enterprise-grade frontline communication with full workflow depth across comms, operations, HR and learning on one platform.” Muse Glimmer 30B · comparative prompt · alternative
“Strong on backend integrations and avoiding "bolted-on" features; frequently shortlisted alongside WorkJam and Staffbase.” Grok 4.20 · 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.