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Time and attendance · November 2026 Edition

Toggl Track vs Jibble

Zero of fourteen models named Toggl Track first on the direct prompt; zero named Jibble. Toggl Track was named by nine of the fourteen models and Jibble by twelve and Toggl Track carries 10 labels and Jibble 19, so the shares are not directly comparable.

Toggl Track

accepted challenger

Named in two categories this edition.

Jibble

accepted challenger

Named in six categories this edition.

First-choice share12%10%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#4#6A position in a field of 17; printed, not drawn.
Labels1019A 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.Rippling was named alongside these two in ten of the fourteen direct answers. Rippling vs Toggl Track · Rippling vs Jibble · Clockify 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 modelsJibble
Direct00
Paraphrase60
Comparative00
Budget-constrained05
Scale-constrained001 against Toggl Track
Negative00
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 Jibble stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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 Jibble first choice named as an alternative argued againstblank: not namedEach cell is one answer, Toggl Track on the left and Jibble on the right.

The direct prompt

The plain question, one answer per model, grouped by where Toggl Track and Jibble stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Paycom alternatives: ADP Workforce Now, Connecteam, Paylocity, Rippling
GPT-5.4 miniUKG Ready alternatives: Connecteam, Gusto, QuickBooks Time, Rippling
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, ClickTime, Paylocity, Replicon, UKG Ready
Perplexity SonarRippling alternatives: BambooHR Time Tracking, Connecteam, Deputy, Paycor, Synerion, UKG Ready
Grok 4.20Rippling alternatives: Paycom, UKG Ready
Mistral SmallSynerion alternatives: Factorial, Microsoft Teams, isolved Time
DeepSeek V4 FlashTCP Humanity alternatives: Buddy Punch, Connecteam, Deputy, Rippling, UKG Ready
Llama 4 MaverickSynerion alternatives: Factorial, Microsoft Teams, isolved Time
Qwen 3.7 FlashDeputy alternatives: OnTheClock, QuickBooks Time, Synerion
Kimi K2Rippling alternatives: Paylocity, Synerion, UKG Ready
GLM 4.7 FlashXDeputy, Rippling alternatives: Connecteam, QuickBooks Time, Synerion, TimeCamp
MiniMax M2.5Deputy, Rippling alternatives: Connecteam, Paylocity, UKG Ready
GPT-6 LunaRippling alternatives: ADP Workforce Now, UKG Ready
Muse Glimmer 30BDeputy, Synerion alternatives: ADP Workforce Now, Connecteam, TimeClock Plus, UKG Pro Workforce Management

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 seven points.
Toggl Track11%#4 of 17
Jibble4%#10 of 17
The full small business standing →
Mid-marketThe figures above
Toggl Track leads by two points.
Toggl Track12%#4 of 17
Jibble10%#6 of 17
The full mid-market standing →
Enterprise
The order flips: Jibble leads at enterprise.
Jibble2%#– of 13
Toggl Track0%#– of 13
The full enterprise standing →

What the models said about Toggl Track

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Clockify / Toggl (more basic, free tier available)” MiniMax M2.5 · scale prompt · soft negative
“Toggl is widely considered the industry leader for mid-sized consultancies, dev shops, and agencies.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd suggest starting with ClickTime or Toggl Track as your primary options” Kimi K2 · paraphrase prompt · first choice
“For most mid-sized B2B companies ... Toggl Track offers the best balance” DeepSeek V4 Flash · paraphrase prompt · first choice

What the models said about Jibble

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.

“Jibble offers free time and attendance software for unlimited users, making it a strong option for small businesses” Claude Haiku 4.5 · budget prompt · first choice
“Jibble is the strongest overall choice: it offers a free plan with unlimited users” Perplexity Sonar · budget prompt · first choice
Also compared

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.