Time and attendance · September 2026 Edition
UKG Ready vs Toggl Track
Five of twelve models named UKG Ready first on the direct prompt; zero named Toggl Track. UKG Ready was named by ten of the twelve models and Toggl Track by seven and UKG Ready carries 16 labels and Toggl Track 10, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category this edition.
First-choice share15%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 15; printed, not drawn.
Labels1610A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, UKG Ready reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in nine of the twelve direct answers. UKG Ready vs Clockify · UKG Ready vs Rippling · UKG Ready vs Homebase
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve models made each the first choice, per way of asking, and how many argued against it.
UKG ReadyFirst choices, of twelve modelsToggl Track
Direct50
Paraphrase251 against UKG Ready
Comparative00
Budget-constrained00
Scale-constrained10
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where UKG Ready and Toggl Track 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 | |
UKG Ready Toggl Track first choice named as an alternative argued againstblank: not namedEach cell is one answer, UKG Ready on the left and Toggl Track on the right.The direct prompt
The plain question, one answer per model, grouped by where UKG Ready and Toggl Track stood in it.
UKG Ready first, Toggl Track not the choice
5 of 12 modelsToggl Track was named in the answer but not as the choice, or not at all.Perplexity SonarUKG Ready alternatives: ADP Workforce Now, Deputy, Rippling
Mistral SmallUKG Ready alternatives: BambooHR, Rippling
DeepSeek V4 FlashRippling, UKG Ready alternatives: BambooHR, Connecteam, Deputy, Paylocity
Llama 4 MaverickUKG Ready
GLM 4.7 FlashXRippling, UKG Ready alternatives: ADP Workforce Now, BambooHR, Dayforce
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniRippling alternatives: ADP, Connecteam, Deel, Deputy, UKG Ready
Grok 4.1 FastRippling alternatives: Paylocity, UKG Ready
Kimi K2Rippling alternatives: BambooHR, UKG Ready
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, BigTime, ClickTime, Deputy, Paycor
Qwen 3.7 FlashPaylocity alternatives: Gusto, Harvest, Jibble, Replicon, Rippling
MiniMax M2.5Paycor alternatives: Factorial
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 nine points.
Toggl Track9%#6 of 12UKG Ready0%#– of 12Mid-marketThe figures above
The order flips: UKG Ready leads at mid-market.
UKG Ready15%#1 of 15Toggl Track10%#5 of 15Enterprise
UKG Ready leads by twenty points.
UKG Ready20%#2 of 10Toggl Track0%#– of 10What 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.
“Don't start here unless you have complex shift scheduling + payroll + time off needs ... overkill for most B2B service companies” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Best all-around for mid-market workforce management... For those with complex shift/compliance needs, UKG Ready is the most depth-first choice” DeepSeek V4 Flash · direct prompt · first choice
“Some of the top-rated options include UKG Ready, which is a strong time and attendance platform for enterprise and mid-market customers.” Llama 4 Maverick · direct prompt · first choice
“Request demos from top fits like UKG (great for 50-500 employees), Paycom (all-in-one), or Paylocity (AI scheduling).” Grok 4.1 Fast · scale prompt · first choice
What 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 four in this category shown.
“The Best All-Rounder: Toggl Track ... Toggl Track is the industry leader for a reason.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd recommend Toggl Track as the top choice for employee time tracking software” Grok 4.1 Fast · paraphrase prompt · first choice
“For most mid-sized B2B companies, I'd pick Toggl Track first” GPT-5.4 mini · paraphrase prompt · first choice
Also compared
UKG Ready vs ClockifyUKG Ready vs RipplingUKG Ready vs HomebaseUKG Ready vs ConnecteamUKG Ready vs JibbleUKG Ready vs TimeCampClockify vs Toggl TrackRippling vs Toggl TrackHomebase vs Toggl TrackToggl Track vs ConnecteamToggl Track vs JibbleToggl Track vs TimeCampAll 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.