Time and attendance · October 2026 Edition
ADP Workforce Now vs Toggl Track
Four of fourteen models named ADP Workforce Now first on the direct prompt; zero named Toggl Track. ADP Workforce Now was named by thirteen of the fourteen models and Toggl Track by ten and ADP Workforce Now carries 29 labels and Toggl Track 13, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in three categories this edition.
First-choice share10%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 15; printed, not drawn.
Labels2913A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ADP Workforce Now 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 ADP Workforce Now · Clockify vs Toggl Track · Paylocity vs ADP Workforce Now
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.
ADP Workforce NowFirst choices, of fourteen modelsToggl Track
Direct40
Paraphrase14
Comparative10
Budget-constrained00
Scale-constrained00
Negative003 against ADP Workforce Now
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 ADP Workforce Now 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 | | | | |||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | | |
ADP Workforce Now Toggl Track first choice named as an alternative argued againstblank: not namedEach cell is one answer, ADP Workforce Now on the left and Toggl Track on the right.The direct prompt
The plain question, one answer per model, grouped by where ADP Workforce Now and Toggl Track stood in it.
ADP Workforce Now 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
Mistral SmallADP Workforce Now alternatives: BambooHR Time Tracking, Paycor
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
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Everhour, Harvest, Jibble, TCP Software, TimeClock Plus
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 named
6 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
Perplexity SonarPaylocity alternatives: Factorial, Paycor, QuickBooks Time, UKG Ready
Llama 4 Maverickno first choice alternatives: BambooHR Time Tracking, Humanity Time, Paycor
Qwen 3.7 FlashPaylocity alternatives: Deputy, Replicon, UKG Pro
Kimi K2Rippling alternatives: Connecteam, Deputy, Paylocity, UKG Ready
GLM 4.7 FlashXConnecteam, Paylocity alternatives: BambooHR Time Tracking, Buddy Punch, Paycom, QuickBooks Time
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 12ADP Workforce Now0%#– of 12Mid-marketThe figures above
The order flips: ADP Workforce Now leads at mid-market.
ADP Workforce Now10%#3 of 15Toggl Track8%#7 of 15Enterprise
ADP Workforce Now leads by fourteen points.
ADP Workforce Now14%#2 of 13Toggl Track0%#– of 13What the models said about ADP Workforce Now
No label in this category carried a quote.
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 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
Also compared
Clockify vs ADP Workforce NowClockify vs Toggl TrackPaylocity vs ADP Workforce NowPaylocity vs Toggl TrackADP Workforce Now vs JibbleADP Workforce Now vs HomebaseADP Workforce Now vs ConnecteamADP Workforce Now vs UKG ReadyJibble vs Toggl TrackHomebase vs Toggl TrackConnecteam vs Toggl TrackToggl Track 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.