| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Workforce scheduling | Core HR and payroll | 6% | 4 of 108 | 0% | 38 | accepted challenger | =heldSince September 2026: 6% → 7%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce management suites | Core HR and payroll | 2% | 12 of 78 | 15% | 20 | accepted challenger | ▼−4Since September 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce planning | Workforce planning and analytics | 0% | 17 of 98 | 0% | 8 | under 10 labels · led by ChartHop at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Frontline employee apps | Onboarding and employee experience | 0% | 28 of 106 | 20% | 5 | under 10 labels · led by Connecteam at 49% | =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% | 27 of 86 | 0% | 4 | 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. |
| Employee monitoring | Workforce planning and analytics | 0% | 67 of 75 | 100% | 1 | under 10 labels · led by ActivTrak at 33% | |
| Leave and absence management | Core HR and payroll | 0% | 53 of 95 | 0% | 1 | under 10 labels · led by BambooHR at 28% | newNew since September 2026: not ranked then, 0% now. |
| People analytics | Workforce planning and analytics | 0% | 100 of 114 | 100% | 1 | under 10 labels · led by Crunchr at 22% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Workforce management sui | 6% | 2% | ▼−4Since September 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 12 of 78 |
| Workforce scheduling | 6% | 7% | =heldSince September 2026: 6% → 7%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 4 of 108 |
| Workforce planning | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 23 → 17 of 98 |
| Frontline employee apps | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 28 of 106 |
| Time and attendance | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 21 → 27 of 86 |
| Employee monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 67 of 75, unchanged |
| Leave | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 53 of 95, unchanged |
| People analytics | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 100 of 114, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 1 | 3 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 1 | 4 |
| Perplexity Sonar | 0 | 5 | 1 | 0 | 6 |
| Grok 4.1 Fast | 2 | 6 | 1 | 0 | 9 |
| Mistral Small | 0 | 3 | 5 | 1 | 9 |
| DeepSeek V4 Flash | 1 | 5 | 1 | 0 | 7 |
| Llama 4 Maverick | 0 | 1 | 2 | 1 | 4 |
| Qwen 3.7 Flash | 0 | 4 | 1 | 0 | 5 |
| Kimi K2 | 1 | 5 | 1 | 0 | 7 |
| GLM 4.7 FlashX | 2 | 0 | 2 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 5 | 1 | 2 | 8 |
Verbatim evidence the judge attached to positive labels.
“1. When I Work - Best Overall Value ... then upgrade to When I Work if you need more robust features” GLM 4.7 FlashX · Workforce management sui · budget prompt · first choice
“or When I Work if you want excellent value with solid forecasting capabilities” Kimi K2 · Workforce scheduling · direct prompt · first choice
“Why I'd lean toward When I Work if you can afford a small monthly spend” GPT-5.4 mini · Workforce scheduling · budget prompt · first choice
“or When I Work which tends to have better small-business support” DeepSeek V4 Flash · Workforce scheduling · negative prompt · first choice
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.
“Small-business / lightweight tools like Homebase, When I Work, Connecteam, Deputy” Llama 4 Maverick · Workforce management sui · negative prompt · hard negative
“may claim "enterprise" features but lack the fundamentals” Muse Glimmer 30B · Workforce management sui · negative prompt · hard negative
“also mentioned, but they may be better suited for smaller teams or those with simpler scheduling needs” Mistral Small · Workforce management sui · paraphrase prompt · soft negative
“Treat those as enhanced-due-diligence flags, not a finding that each vendor broke the law” GPT-6 Luna · People analytics · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 240 of the 258 answers that named When I Work and are not a share of its labels.
777 of the 777 domain citations in answers naming When I Work came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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 | 613 | 20 | 2026-09-15 | Payroll software, Workforce scheduling | |
| Case study | 22 | 0 | 2017-09-12 | ||
| Comparison | 15 | 0 | 2026-06-18 | Workforce scheduling, Payroll software | |
| Glossary or explainer | 13 | 4 | 2026-07-28 | ||
| Template or tool | 4 | 1 | 2026-08-25 | ||
| Podcast or video | 2 | 0 | 2017-11-28 | ||
| News or press | 2 | undated | |||
| Webinar or virtual event | 1 | 0 | 2026-06-29 | ||
| Conference or event | 1 | undated | |||
| Report or ebook | 1 | undated |
Every page wheniwork.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. Of its titles that name a category, most name payroll software (10); 6 name its categories the models place it in. 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 When I Work's own pages state, read September 28, 2026: wheniwork.com, wheniwork.com/pricing, trust.wheniwork.com, wheniwork.com/features/time-clock, wheniwork.com/customer-stories. 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 When I Work'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 When I Work, 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 When I Work by email, built from the raw record of the edition. It shows: