| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Time and attendance | Core HR and payroll | 2% | 11 of 86 | 12% | 32 | accepted challenger | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce scheduling | Core HR and payroll | 0% | 100 of 108 | 67% | 3 | under 10 labels · led by Deputy at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Leave and absence management | Core HR and payroll | 0% | 92 of 95 | 100% | 1 | under 10 labels · led by BambooHR at 28% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Time and attendance | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 11 of 86 |
| Workforce scheduling | 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 72 → 100 of 108 |
| Leave | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 92 of 95, 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 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 1 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 2 | 1 | 1 | 4 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 2 | 5 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 4 | 0 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“or QuickBooks Time if your main need is straightforward employee time tracking tied closely to payroll” GPT-5.4 mini · Time and attendance · paraphrase prompt · first choice
“Best For: Small-to-medium construction, trades, or service businesses already using QuickBooks accounting.” Qwen 3.7 Flash · Time and attendance · comparative prompt · alternative
“Quickbooks Time - suitable for mid-market and enterprise teams already using ADP for payroll or HCM.” Llama 4 Maverick · Time and attendance · paraphrase prompt · alternative
“if you are already standardized on ADP and want attendance built into the same ecosystem” Perplexity Sonar · Time and attendance · 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.
“Do not confuse a Time Tracker (like TSheets or simple punch clocks) with a Leave Management System.” Qwen 3.7 Flash · Leave · negative prompt · hard negative
“kicked employees out without warning... app automatically clocks out employees and deletes time logs” Claude Haiku 4.5 · Workforce scheduling · negative prompt · hard negative
“QuickBooks Time may be a poor fit if you need GPS tracking, geofencing, or automatic background tracking for field workers.” Perplexity Sonar · Time and attendance · negative prompt · soft negative
“Avoid if: You need highly responsive, hands-on customer support or complex shift-scheduling features.” Gemini 3.5 Flash · Time and attendance · 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 90 of the 96 answers that named QuickBooks Time and are not a share of its labels.
No domain is on file for QuickBooks Time, so its own site is not marked.
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.
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.
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 QuickBooks Time'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 QuickBooks Time, 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 QuickBooks Time by email, built from the raw record of the edition. It shows: