Zero of twelve models named Toggl Track first on the direct prompt; zero named Connecteam. Toggl Track was named by seven of the twelve models and Connecteam by twelve and Toggl Track carries 10 labels and Connecteam 21, so the shares are not directly comparable.
Named in one category this edition.
Named in seventeen 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 time and attendance 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. Three of four in this category shown.
“The Best All-Rounder: Toggl Track ... Toggl Track is the industry leader for a reason.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd recommend Toggl Track as the top choice for employee time tracking software” Grok 4.1 Fast · paraphrase prompt · first choice
“For most mid-sized B2B companies, I'd pick Toggl Track first” GPT-5.4 mini · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“No phone support, disappointing integration list (only 4 options), API access locked behind premium plans.” GLM 4.7 FlashX · negative prompt · soft negative
“Connecteam is highly recommended for small teams, offering free access to time tracking and workforce tools for up to 10 employees” Mistral Small · budget 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.