| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Employee monitoring | Workforce planning and analytics | 2% | 9 of 75 | 23% | 31 | accepted challenger | |
| People analytics | Workforce planning and analytics | 0% | 113 of 114 | 100% | 3 | under 10 labels · led by Crunchr at 22% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Time and attendance | Core HR and payroll | 0% | 73 of 86 | 50% | 2 | under 10 labels · led by Clockify at 12% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Performance management | Performance and talent management | 0% | 80 of 85 | 100% | 1 | under 10 labels · led by Lattice at 43% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 2 | 4 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 3 | 0 | 1 | 4 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 2 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 1 | 1 | 0 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“ActivTrak and Time Doctor being the most cited for B2B growth companies” Muse Glimmer 30B · Employee monitoring · direct prompt · first choice
“Time Doctor is a close second, especially for companies needing integrated time tracking and payroll features” Mistral Small · Employee monitoring · direct prompt · alternative
“Time Doctor if your team needs detailed reports on productivity, goals, and project timelines” Perplexity Sonar · Employee monitoring · direct prompt · alternative
“Best for B2B Professional Services & Client Billing (Proof of Work) #### Winner: Time Doctor” Gemini 3.5 Flash · Employee monitoring · direct 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 Intrusive "Bossware" and Desktop Surveillance ... (e.g., *Time Doctor*, *Hubstaff*, *We360.ai*)” Gemini 3.5 Flash · People analytics · negative prompt · hard negative
“ActivTrak, Teramind, Time Doctor, and similar "productivity tracking" platforms.” DeepSeek V4 Flash · People analytics · negative prompt · hard negative
“Screenshots, keystroke logging, video capture, website/app monitoring” Kimi K2 · Employee monitoring · negative prompt · hard negative
“Tools to avoid: ActivTricks, Hubstaff, Time Doctor, Teramind.” Qwen 3.7 Flash · Performance management · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 85 of the 91 answers that named Time Doctor and are not a share of its labels.
374 of the 374 domain citations in answers naming Time Doctor came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 71 | 6 | 2026-09-21 | ||
| Webinar or virtual event | 27 | 0 | 2025-08-08 | ||
| Case study | 25 | 0 | 2026-01-28 | ||
| Podcast or video | 21 | 0 | 2024-04-12 | ||
| Comparison | 8 | 0 | 2026-05-05 | ||
| Conference or event | 3 | 0 | 2026-05-11 | ||
| News or press | 3 | 0 | 2026-04-08 | ||
| Template or tool | 2 | 0 | 2026-06-30 | ||
| Glossary or explainer | 2 | 0 | 2025-11-27 |
Every page timedoctor.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Time Doctor's own pages state, read October 5, 2026: timedoctor.com, timedoctor.com/pricing, trust.timedoctor.com, timedoctor.com/features/payroll, timedoctor.com/integrations. A claimed page can correct any of 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.
A new claim receives the current edition's vendor brief for Time Doctor by email, built from the raw record of the edition. It shows: