Leave and absence management · October 2026 Edition
BambooHR vs Factorial
Seven of fourteen models named BambooHR first on the direct prompt; zero named Factorial. BambooHR was named by fourteen of the fourteen models and Factorial by eight and BambooHR carries 47 labels and Factorial 12, so the shares are not directly comparable.
Named in twenty-eight categories this edition.
Named in eleven categories this edition.
First-choice share28%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 14; printed, not drawn.
Labels4712A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, BambooHR reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in nine of the fourteen direct answers. BambooHR vs LeaveBoard · BambooHR vs Vacation Tracker · BambooHR 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.
BambooHRFirst choices, of fourteen modelsFactorial
Direct70
Paraphrase72
Comparative30
Budget-constrained003 against BambooHR
Scale-constrained20
Negative105 against BambooHR · 2 against Factorial
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 BambooHR and Factorial 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 | | | |
BambooHR Factorial first choice named as an alternative argued againstblank: not namedEach cell is one answer, BambooHR on the left and Factorial on the right.The direct prompt
The plain question, one answer per model, grouped by where BambooHR and Factorial stood in it.
BambooHR first, Factorial not the choice
7 of 14 modelsFactorial was named in the answer but not as the choice, or not at all.Grok 4.1 FastADP Workforce Now, BambooHR alternatives: AbsenceSoft, HiBob, Vacation Tracker
Mistral SmallBambooHR, HiBob alternatives: LeaveBoard, Vacation Tracker
DeepSeek V4 FlashBambooHR alternatives: Deel, Rippling
Qwen 3.7 FlashBambooHR alternatives: ADP Workforce Now, Deel, Remote, Rippling, UKG Ready
GLM 4.7 FlashXBambooHR alternatives: Dayforce, Rippling, UKG Pro
MiniMax M2.5BambooHR alternatives: Rippling, TimeOff.Management, e-days
Muse Glimmer 30BBambooHR, HiBob alternatives: Rippling, Vacation Tracker, e-days
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 4.5Rippling alternatives: BambooHR, HROne, Namely
GPT-5.4 miniRippling alternatives: AbsenceSoft, BambooHR, Namely
Perplexity SonarRippling alternatives: BambooHR, Zoho People
Kimi K2HiBob alternatives: ADP Workforce Now, BambooHR, Leapsome, UKG Pro
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashHiBob, Rippling alternatives: Calamari, Cocoon, Tilt, Vacation Tracker
Llama 4 MaverickVacation Tracker alternatives: Namely, TimeOff.Management
GPT-6 LunaTilt alternatives: AbsenceSoft, Sparrow
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
BambooHR leads by seventeen points.
BambooHR21%#2 of 14Factorial4%#6 of 14Mid-marketThe figures above
BambooHR leads by twenty-five points.
BambooHR28%#1 of 14Factorial4%#6 of 14Enterprise
What the models said about BambooHR
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid "All-in-One" HR software (like BambooHR or Gusto) for just leave management.” Qwen 3.7 Flash · budget prompt · hard negative
“BambooHR describes features such as requests, approvals, balances, and a time-off calendar; verify that those meet your needs rather than assuming a time-off feature covers complex leave administration” GPT-6 Luna · negative prompt · soft negative
“BambooHR is widely considered the industry standard for the mid-market segment... It is the safest bet for general mid-market operations.” GLM 4.7 FlashX · direct prompt · first choice
What the models said about Factorial
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Factorial's deeper features can feel unpolished compared to more established tools, and customer support has been a mixed experience” Claude Haiku 4.5 · negative prompt · soft negative
“Factorial has received complaints about unilateral price doubling without notice” MiniMax M2.5 · negative prompt · soft negative
“Factorial if you want a broader HR platform with PTO as one part of a larger system” Perplexity Sonar · paraphrase prompt · first choice
“Deel HR or Factorial would be top recommendations” Mistral Small · paraphrase prompt · first choice
Also compared
BambooHR vs LeaveBoardBambooHR vs Vacation TrackerBambooHR vs RipplingBambooHR vs TimetasticBambooHR vs UKG ProBambooHR vs ADP Workforce NowLeaveBoard vs FactorialVacation Tracker vs FactorialRippling vs FactorialTimetastic vs FactorialFactorial vs UKG ProFactorial vs ADP Workforce NowAll 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.