One of fourteen models named Beekeeper first on the direct prompt; zero named MangoApps. Beekeeper was named by ten of the fourteen models and MangoApps by ten and Beekeeper carries 26 labels and MangoApps 21, so the shares are not directly comparable.
Named in one category 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.
Across every category in the October 2026 Edition, Beekeeper and MangoApps were named in the same answer thirty-one times, of the 77 answers naming Beekeeper and the 97 naming MangoApps. In those answers MangoApps took the first choice five times and Beekeeper two.
| 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. Three of four in this category shown.
“Purpose-built frontline communication with strong offline capabilities and no-code workflow tools... Best for organizations with significant frontline workforce” Muse Glimmer 30B · scale prompt · first choice
“RedeApp and Beekeeper are the top choices due to their mobile-first design” Mistral Small · direct prompt · first choice
“Beekeeper: Excellent for highly operational workforces (manufacturing, hospitality) with deep task-management, shift integration, and secure communication features.” Gemini 3.5 Flash · scale prompt · alternative
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
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.