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Leave and absence management · November 2026 Edition

Calamari vs AbsenceSoft

One of fourteen models named Calamari first on the direct prompt; two named AbsenceSoft. Calamari was named by fourteen of the fourteen models and AbsenceSoft by ten and Calamari carries 27 labels and AbsenceSoft 15, so the shares are not directly comparable.

Calamari

accepted challenger

Named in one category this edition.

AbsenceSoft

accepted challenger

Named in one category this edition.

First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 14; printed, not drawn.
Labels2715A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Calamari reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in eleven of the fourteen direct answers. LeaveBoard vs Calamari · LeaveBoard vs AbsenceSoft · Vacation Tracker vs Calamari

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.
CalamariFirst choices, of fourteen modelsAbsenceSoft
Direct12
Paraphrase10
Comparative10
Budget-constrained101 against Calamari
Scale-constrained00
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 Calamari and AbsenceSoft 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
Calamari AbsenceSoft first choice named as an alternative argued againstblank: not namedEach cell is one answer, Calamari on the left and AbsenceSoft on the right.

The direct prompt

The plain question, one answer per model, grouped by where Calamari and AbsenceSoft stood in it.

Calamari first, AbsenceSoft not the choice

1 of 14 modelsAbsenceSoft was named in the answer but not as the choice, or not at all.
GLM 4.7 FlashXCalamari, Vacation Tracker alternatives: BambooHR, Rippling

AbsenceSoft first, Calamari not the choice

2 of 14 modelsCalamari was named in the answer but not as the choice, or not at all.
GPT-5.4 miniAbsenceSoft alternatives: BambooHR, Sparrow, Workzoom
GPT-6 LunaAbsenceSoft alternatives: Cocoon, Rippling

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashRippling alternatives: AbsenceSoft, AttendanceBot, BambooHR, HiBob, Vacation Tracker
Perplexity SonarBambooHR alternatives: AbsenceSoft, Deel, Factorial, Rippling, Vacation Tracker, Zoho People
Grok 4.20Rippling alternatives: BambooHR, Calamari, Vacation Tracker
MiniMax M2.5Rippling alternatives: BambooHR, Calamari, TalentHR
Muse Glimmer 30BTalentHR, Vacation Tracker alternatives: BambooHR, Calamari, Deel, Rippling, Zoho People

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Paycor alternatives: HiBob, Personio, Rippling
Mistral SmallAbsence.io, HiBob alternatives: Jorani, Timetastic
DeepSeek V4 FlashRippling alternatives: BambooHR, Vacation Tracker, Zoho People
Llama 4 Maverickno first choice
Qwen 3.7 FlashFactorial, Rippling alternatives: BambooHR, HiBob, Zoho People
Kimi K2Rippling alternatives: BambooHR, Personio

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
AbsenceSoft is not named for this buyer.
Calamari12%#3 of 12
AbsenceSoft—not named
The full small business standing →
Mid-marketThe figures above
Calamari leads by two points.
Calamari6%#5 of 14
AbsenceSoft4%#6 of 14
The full mid-market standing →
Enterprise
The order flips: AbsenceSoft leads at enterprise.
AbsenceSoft6%#4 of 12
Calamari2%#8 of 12
The full enterprise standing →

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

What the models said about AbsenceSoft

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 leave management software is usually AbsenceSoft” GPT-5.4 mini · direct prompt · first choice
“I'd put AbsenceSoft at the top of the shortlist.” GPT-6 Luna · direct prompt · first choice
“An industry standard for enterprise leave management, short-term disability, and complex US legal compliance” Gemini 3.5 Flash · comparative prompt · alternative
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.