Zero of twelve models named Staffbase first on the direct prompt; zero named MangoApps. Staffbase was named by eleven of the twelve models and MangoApps by nine and Staffbase carries 27 labels and MangoApps 11, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 September 2026 Edition, Staffbase and MangoApps were named in the same answer fifty times, of the 163 answers naming Staffbase and the 79 naming MangoApps. In those answers MangoApps took the first choice five times and Staffbase five.
| 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 |
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. Six of six in this category shown.
“giants like Beekeeper or Staffbase often require five-figure annual minimums and custom quotes” Gemini 3.5 Flash · budget prompt · soft negative
“Some see it as more enterprise-oriented and heavier than needed for SMB/mid-market” DeepSeek V4 Flash · direct prompt · soft negative
“Staffbase or Blink, but these are typically not the best budget choices” GPT-5.4 mini · budget prompt · soft negative
“consider platforms like Staffbase that offer more scalable solutions” Mistral Small · negative prompt · first choice
“Staffbase for enterprise depth” Grok 4.1 Fast · scale prompt · first choice
“If you need comms plus a full intranet or shift management, Staffbase or Connecteam are the top picks.” GLM 4.7 FlashX · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“My Top Recommendation: MangoApps or Skedulo” MiniMax M2.5 · paraphrase prompt · first choice
“Unified platform for mixed desk + frontline staff with HR/learning integration | MangoApps” GLM 4.7 FlashX · 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.