Time and attendance · October 2026 Edition
Toggl Track vs UKG Ready
Zero of fourteen models named Toggl Track first on the direct prompt; four named UKG Ready. Toggl Track was named by ten of the fourteen models and UKG Ready by ten and Toggl Track carries 13 labels and UKG Ready 16, so the shares are not directly comparable.
Named in three categories this edition.
Named in nine categories this edition.
First-choice share8%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 15; printed, not drawn.
Labels1316A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Toggl Track reading right to left. Rank and label count are printed, not drawn.Paylocity was named alongside these two in nine of the fourteen direct answers. Clockify vs Toggl Track · Clockify vs UKG Ready · Paylocity vs Toggl Track
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the time and attendance page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Toggl TrackFirst choices, of fourteen modelsUKG Ready
Direct04
Paraphrase40
Comparative00
Budget-constrained00
Scale-constrained00
Negative001 against UKG Ready
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Toggl Track and UKG Ready stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | ||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B |
Toggl Track UKG Ready first choice named as an alternative argued againstblank: not namedEach cell is one answer, Toggl Track on the left and UKG Ready on the right.The direct prompt
The plain question, one answer per model, grouped by where Toggl Track and UKG Ready stood in it.
UKG Ready first, Toggl Track not the choice
4 of 14 modelsToggl Track was named in the answer but not as the choice, or not at all.GPT-5.4 miniADP Workforce Now, UKG Ready alternatives: Paylocity, Rippling
Grok 4.1 FastPaylocity, UKG Ready alternatives: ADP Workforce Now, Buddy Punch, QuickBooks Time
DeepSeek V4 FlashUKG Ready alternatives: ADP Workforce Now, Deputy, Paycom, QuickBooks Time
GPT-6 LunaUKG Ready alternatives: ADP Workforce Now, Deputy, Paylocity
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarPaylocity alternatives: Factorial, Paycor, QuickBooks Time, UKG Ready
Kimi K2Rippling alternatives: Connecteam, Deputy, Paylocity, UKG Ready
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Factorial alternatives: BambooHR Time Tracking, Jibble, Paylocity, Synerion
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Everhour, Harvest, Jibble, TCP Software, TimeClock Plus
Mistral SmallADP Workforce Now alternatives: BambooHR Time Tracking, Paycor
Llama 4 Maverickno first choice alternatives: BambooHR Time Tracking, Humanity Time, Paycor
Qwen 3.7 FlashPaylocity alternatives: Deputy, Replicon, UKG Pro
GLM 4.7 FlashXConnecteam, Paylocity alternatives: BambooHR Time Tracking, Buddy Punch, Paycom, QuickBooks Time
MiniMax M2.5ADP Workforce Now, Paylocity alternatives: Rippling, TimeCamp, UKG Pro
Muse Glimmer 30BADP Workforce Now alternatives: BambooHR Time Tracking, Calamari, Connecteam, UKG Pro / UKG Ready
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Toggl Track leads by two points.
Toggl Track2%#8 of 12UKG Ready0%#– of 12Mid-marketThe figures above
Level: the same share of first choices.
Toggl Track8%#7 of 15UKG Ready8%#8 of 15Enterprise
The order flips: UKG Ready leads at enterprise.
UKG Ready7%#3 of 13Toggl Track0%#– of 13What the models said about Toggl Track
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Toggl Track is widely considered the most user-friendly tool on the market... Toggl Track is the easiest overlay tool to integrate.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Toggl Track - a strong choice for mid-sized companies, especially professional services firms with 50-250 employees.” Llama 4 Maverick · paraphrase prompt · first choice
“I'd recommend Toggl Track as the primary choice” DeepSeek V4 Flash · paraphrase prompt · first choice
What the models said about UKG Ready
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“What looks affordable at first can become surprisingly expensive” DeepSeek V4 Flash · negative prompt · soft negative
“Top Pick: UKG Ready ... is the strongest overall choice because it was purpose-built for your segment” DeepSeek V4 Flash · direct prompt · first choice
“Start with Paylocity or UKG Ready if you want integrated HR/payroll for efficiency.” Grok 4.1 Fast · direct prompt · first choice
“the safest default choice is usually UKG Ready or ADP Workforce Now” GPT-5.4 mini · direct prompt · first choice
Also compared
Clockify vs Toggl TrackClockify vs UKG ReadyPaylocity vs Toggl TrackPaylocity vs UKG ReadyADP Workforce Now vs Toggl TrackADP Workforce Now vs UKG ReadyJibble vs Toggl TrackJibble vs UKG ReadyHomebase vs Toggl TrackHomebase vs UKG ReadyConnecteam vs Toggl TrackConnecteam vs UKG ReadyAll twenty-eight head-to-head pages and the full time and attendance standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.