Zero of fourteen models named MangoApps first on the direct prompt; zero named Microsoft 365 for Frontline Workers. MangoApps was named by ten of the fourteen models and Microsoft 365 for Frontline Workers by fourteen and MangoApps carries 21 labels and Microsoft 365 for Frontline Workers 24, so the shares are not directly comparable.
Named in three categories 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 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 4.1 Fast | ||||||
| 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. One of one in this category shown.
“MangoApps | Enterprise mixed desk + frontline workforces | Unified super app with full workflow depth” GLM 4.7 FlashX · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Microsoft Teams due to low adoption among deskless workers and being expensive for what you get” Llama 4 Maverick · negative prompt · hard negative
“Avoid generic tools (like standard Slack or Microsoft Teams) for frontline-only staff” Qwen 3.7 Flash · direct prompt · hard negative
“"Avoid ... Microsoft Teams (expensive for what you get; heavy on mobile data)"” Muse Glimmer 30B · negative prompt · hard negative
“Communication + scheduling + workflow + enterprise security → Microsoft 365/Teams” GPT-5.4 mini · comparative prompt · first choice
“Microsoft Teams (Best Overall for B2B)” MiniMax M2.5 · paraphrase prompt · first choice
“tools like Microsoft Teams, Slack (with proper configs), or dedicated frontline platforms ... are generally safer” Kimi K2 · 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.