# Time Doctor: how AI models rank it, September 2026

HR AI Recommendation Index, September 2026 Edition. Named in 5 judge labels across 3 categories by 3 of 12 models. Page: https://hr-ai-index.com/vendors/time-doctor/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Time and attendance | 0% | 83 | 67% | 3 |
| People analytics | 0% | 87 | 100% | 1 |
| Workforce scheduling | 0% | 86 | 100% | 1 |

## What the models said for it

- "Strong for visibility and structured approvals." (MiniMax M2.5, Time and attendance)

## And against it

- "avoid tools like Hubstaff or Time Doctor if your B2B model relies on knowledge work" (Gemini 3.5 Flash, Time and attendance)
- "e.g., Hubstaff, Time Doctor, Apploye ... The Verdict: Avoid." (Gemini 3.5 Flash, People analytics)
- "including *Hubstaff, Deputy, Apploye, and Time Doctor*) and found that they systematically shared worker data" (Gemini 3.5 Flash, Time and attendance)
- "Tools to Approach with Caution: Time Doctor, Hubstaff, and ActivTrak." (Qwen 3.7 Flash, Workforce scheduling)

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.