Nine of fourteen models named ActivTrak first on the direct prompt; one named Time Doctor. Both were named by all fourteen models and ActivTrak carries 51 labels and Time Doctor 31, so the shares are not directly comparable.
Named in three categories this edition.
Named in four 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 employee monitoring page.
Across every category in the October 2026 Edition, ActivTrak and Time Doctor were named in the same answer sixty-three times, of the 151 answers naming ActivTrak and the 91 naming Time Doctor. In those answers Time Doctor took the first choice three times and ActivTrak twenty.
| 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. Five of six in this category shown.
“Screen monitoring, "bossware" classification in research” Kimi K2 · negative prompt · hard negative
“Some expensive tools (like ActivTrak) require a minimum purchase of 5 licenses (billed annually) even for the lowest tier.” GLM 4.7 FlashX · budget prompt · soft negative
“A commonly mentioned less intrusive alternative is ActivTrak, described as offering "real-time activity monitoring without keystroke logging..."” Muse Glimmer 30B · negative prompt · first choice
“Start with ActivTrak for the overall organization if you need to understand productivity trends, but avoid it for sales teams.” Qwen 3.7 Flash · direct prompt · first choice
“ActivTrak is the top recommendation due to its robust analytics, ease of use, and focus on actionable insights” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Screenshots, keystroke logging, video capture, website/app monitoring” Kimi K2 · negative prompt · hard negative
“ActivTrak and Time Doctor being the most cited for B2B growth companies” Muse Glimmer 30B · direct prompt · first choice
“Time Doctor is a close second, especially for companies needing integrated time tracking and payroll features” Mistral Small · direct prompt · alternative
“Time Doctor if your team needs detailed reports on productivity, goals, and project timelines” Perplexity Sonar · direct 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.