Leave and absence management · November 2026 Edition
Rippling vs Calamari
Six of fourteen models named Rippling first on the direct prompt; one named Calamari. Rippling was named by thirteen of the fourteen models and Calamari by fourteen and Rippling carries 28 labels and Calamari 27, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in one category this edition.
First-choice share14%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%4%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 14; printed, not drawn.
Labels2827A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rippling reading right to left. Rank and label count are printed, not drawn.BambooHR was named alongside these two in ten of the fourteen direct answers. LeaveBoard vs Rippling · LeaveBoard vs Calamari · Vacation Tracker vs Rippling
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 leave and absence management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
RipplingFirst choices, of fourteen modelsCalamari
Direct61
Paraphrase11
Comparative011 against Rippling
Budget-constrained011 against Calamari
Scale-constrained00
Negative101 against Rippling
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 Rippling and Calamari 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 4.20 | | | | | | |
| 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 | |
Rippling Calamari first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rippling on the left and Calamari on the right.The direct prompt
The plain question, one answer per model, grouped by where Rippling and Calamari stood in it.
Rippling first, Calamari an alternative
6 of 14 modelsCalamari was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashRippling alternatives: AbsenceSoft, AttendanceBot, BambooHR, HiBob, Vacation Tracker
Grok 4.20Rippling alternatives: BambooHR, Calamari, Vacation Tracker
DeepSeek V4 FlashRippling alternatives: BambooHR, Vacation Tracker, Zoho People
Qwen 3.7 FlashFactorial, Rippling alternatives: BambooHR, HiBob, Zoho People
Kimi K2Rippling alternatives: BambooHR, Personio
MiniMax M2.5Rippling alternatives: BambooHR, Calamari, TalentHR
Calamari first, Rippling an alternative
1 of 14 modelsRippling was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXCalamari, Vacation Tracker alternatives: BambooHR, Rippling
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.Claude Haiku 4.5Paycor alternatives: HiBob, Personio, Rippling
Perplexity SonarBambooHR alternatives: AbsenceSoft, Deel, Factorial, Rippling, Vacation Tracker, Zoho People
GPT-6 LunaAbsenceSoft alternatives: Cocoon, Rippling
Muse Glimmer 30BTalentHR, Vacation Tracker alternatives: BambooHR, Calamari, Deel, Rippling, Zoho People
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniAbsenceSoft alternatives: BambooHR, Sparrow, Workzoom
Mistral SmallAbsence.io, HiBob alternatives: Jorani, Timetastic
Llama 4 Maverickno first choice
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
Calamari leads by eight points.
Calamari12%#3 of 12Rippling4%#9 of 12Mid-marketThe figures above
The order flips: Rippling leads at mid-market.
Rippling14%#4 of 14Calamari6%#5 of 14Enterprise
What the models said about Rippling
No label in this category carried a quote.
What the models said about Calamari
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“but slightly pricier—worth it if you need more features later” Grok 4.20 · budget prompt · soft negative
“I'd recommend starting with Calamari or Vacation Tracker for their excellent balance of features and pricing” GLM 4.7 FlashX · direct prompt · first choice
“My default pick: Calamari—assuming you want a dedicated PTO tool and already have an HRIS/payroll system.” GPT-6 Luna · paraphrase prompt · first choice
“Calamari | Best Overall | Excellent custom absence rules and flexibility” MiniMax M2.5 · comparative prompt · first choice
Also compared
LeaveBoard vs RipplingLeaveBoard vs CalamariVacation Tracker vs RipplingVacation Tracker vs CalamariBambooHR vs RipplingBambooHR vs CalamariRippling vs AbsenceSoftRippling vs Zoho PeopleRippling vs TimetasticCalamari vs AbsenceSoftCalamari vs Zoho PeopleCalamari vs TimetasticAll twenty-eight head-to-head pages and the full leave 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.