Eight of fourteen models named Connecteam first on the direct prompt; five named Beekeeper. Connecteam was named by fourteen of the fourteen models and Beekeeper by thirteen and Connecteam carries 57 labels and Beekeeper 34, so the shares are not directly comparable.
Named in eighteen 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“For a mostly frontline workforce, start with Connecteam: schedules, time clock and updates in one mobile app, free with full features up to 10 users.” Claude Haiku 4.5 · budget prompt · first choice
“Connecteam stands out for its generous free tier and modular approach... Connecteam offers the most accessible entry point with its free tier” MiniMax M2.5 · comparative prompt · first choice
“The best frontline employee communication app for a company with a limited budget is Connecteam, as it offers a free plan with full features” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid: Beekeeper (now owned by LumApps) and WorkJam, as they start at $799+/month” Kimi K2 · budget prompt · hard negative
“enterprise tools such as Staffbase, Blink, or Beekeeper, which commonly require custom quotes” Perplexity Sonar · budget prompt · soft negative
“Recently acquired by LumApps, integration ongoing” Kimi K2 · direct prompt · soft negative
“Choose Beekeeper / Blink / WorkJam / YOOBIC if you need mobile-first engagement, SOP/training delivery and two-way communication for deskless workers without corporate email.” Muse Glimmer 30B · comparative prompt · first choice
“For Operations + Comm Combined: *Connecteam*, *Beekeeper* (strong for shift management, workflows, and comms in one place).” Gemini 3.5 Flash · scale prompt · first choice
“Beekeeper: A mobile-first frontline success platform designed to connect deskless workers across various industries.” Llama 4 Maverick · direct 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.