Five of twelve models named Connecteam first on the direct prompt; zero named Slack. Connecteam was named by twelve of the twelve models and Slack by eight and Connecteam carries 48 labels and Slack 11, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in five 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.
| 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. One of one in this category shown.
“For most companies with a limited budget and a frontline workforce, Connecteam is the strongest all‑in‑one choice (free up to 10 users).” GLM 4.7 FlashX · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“General tools to avoid for pure frontline: Slack/Teams ... low adoption among deskless workers” Grok 4.1 Fast · direct prompt · hard negative
“Slack / Teams are strong for messaging and collaboration but limited in employee engagement features, governance, and frontline‑specific workflows.” GLM 4.7 FlashX · direct prompt · soft negative
“Office tools like Slack or Microsoft Teams often fail on the frontline because they assume every worker has a laptop, corporate email” Gemini 3.5 Flash · scale prompt · soft negative
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.