| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Time and attendance | Core HR and payroll | 0% | 83 of 90 | 67% | 3 | under 10 labels · led by UKG Ready at 15% |
| People analytics | Workforce planning and analytics | 0% | 87 of 99 | 100% | 1 | under 10 labels · led by HiBob at 15% |
| Workforce scheduling | Core HR and payroll | 0% | 86 of 94 | 100% | 1 | under 10 labels · led by Deputy at 26% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 3 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Strong for visibility and structured approvals.” MiniMax M2.5 · Time and attendance · paraphrase prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“avoid tools like Hubstaff or Time Doctor if your B2B model relies on knowledge work” Gemini 3.5 Flash · Time and attendance · paraphrase prompt · hard negative
“e.g., Hubstaff, Time Doctor, Apploye ... The Verdict: Avoid.” Gemini 3.5 Flash · People analytics · negative prompt · hard negative
“including *Hubstaff, Deputy, Apploye, and Time Doctor*) and found that they systematically shared worker data” Gemini 3.5 Flash · Time and attendance · negative prompt · soft negative
“Tools to Approach with Caution: Time Doctor, Hubstaff, and ActivTrak.” Qwen 3.7 Flash · Workforce scheduling · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 3 of the 8 answers that named Time Doctor and are not a share of its labels.
Fifteen of the fifteen domain citations in answers naming Time Doctor came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Time Doctor's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Time Doctor, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at timedoctor.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.