Zero of fourteen models named Connecteam first on the direct prompt; one named When I Work. Connecteam was named by thirteen of the fourteen models and When I Work by fourteen and Connecteam carries 27 labels and When I Work 38, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in eight 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 workforce scheduling page.
Across every category in the October 2026 Edition, Connecteam and When I Work were named in the same answer 144 times, of the 578 answers naming Connecteam and the 258 naming When I Work. In those answers When I Work took the first choice sixteen times and Connecteam forty.
| 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.
“lacks the analytical depth B2B service firms often need” DeepSeek V4 Flash · direct prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“or When I Work if you want excellent value with solid forecasting capabilities” Kimi K2 · direct prompt · first choice
“Why I'd lean toward When I Work if you can afford a small monthly spend” GPT-5.4 mini · budget prompt · first choice
“or When I Work which tends to have better small-business support” DeepSeek V4 Flash · negative 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.