# Leave and absence management: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "leave management software" and as "PTO tracking tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/hr/core/leave-and-absence-management

**Standing:** LeaveBoard leads with 18% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [LeaveBoard](https://www.gane.ai/index/hr/vendors/leaveboard/index.md) | 18% | 5% | 22 |
| 2 | [Vacation Tracker](https://www.gane.ai/index/hr/vendors/vacation-tracker/index.md) | 16% | 2% | 43 |
| 3 | [BambooHR](https://www.gane.ai/index/hr/vendors/bamboohr/index.md) | 14% | 12% | 48 |
| 4 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 14% | 7% | 28 |
| 5 | [Calamari](https://www.gane.ai/index/hr/vendors/calamari/index.md) | 6% | 4% | 27 |
| 6 | [AbsenceSoft](https://www.gane.ai/index/hr/vendors/absencesoft/index.md) | 4% | 0% | 15 |
| 8 | [Zoho People](https://www.gane.ai/index/hr/vendors/zoho-people/index.md) | 2% | 4% | 28 |
| 9 | [Timetastic](https://www.gane.ai/index/hr/vendors/timetastic/index.md) | 2% | 4% | 26 |
| 10 | [Factorial](https://www.gane.ai/index/hr/vendors/factorial/index.md) | 2% | 14% | 14 |
| 13 | [Day Off](https://www.gane.ai/index/hr/vendors/day-off/index.md) | 2% | 18% | 11 |
| 20 | [actiPLANS](https://www.gane.ai/index/hr/vendors/actiplans/index.md) | 0% | 0% | 12 |
| 21 | [Leave Dates](https://www.gane.ai/index/hr/vendors/leave-dates/index.md) | 0% | 10% | 10 |

Rank is by share of first choices among all 98 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Paycor; alternatives HiBob, Personio, Rippling
- GPT-5.4 mini: AbsenceSoft; alternatives BambooHR, Sparrow, Workzoom
- Gemini 3.5 Flash: Rippling; alternatives AbsenceSoft, AttendanceBot, BambooHR, HiBob
- Perplexity Sonar: BambooHR; alternatives AbsenceSoft, Deel, Factorial, Rippling
- Grok 4.20: Rippling; alternatives BambooHR, Calamari, Vacation Tracker
- Mistral Small: Absence.io, HiBob; alternatives Jorani, Timetastic
- DeepSeek V4 Flash: Rippling; alternatives BambooHR, Vacation Tracker, Zoho People
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Factorial, Rippling; alternatives BambooHR, HiBob, Zoho People
- Kimi K2: Rippling; alternatives BambooHR, Personio
- GLM 4.7 FlashX: Calamari, Vacation Tracker; alternatives BambooHR, Rippling
- MiniMax M2.5: Rippling; alternatives BambooHR, Calamari, TalentHR
- GPT-6 Luna: AbsenceSoft; alternatives Cocoon, Rippling
- Muse Glimmer 30B: TalentHR, Vacation Tracker; alternatives BambooHR, Calamari, Deel, Rippling

## Sources the answers cite

74 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- forbes.com: 34 answers, 35 citations
- capterra.com: 31 answers, 68 citations
- softwareadvice.com: 25 answers, 40 citations
- leadchangegroup.com: 18 answers, 26 citations
- leapsome.com: 18 answers, 19 citations
- employsome.com: 18 answers, 18 citations
- peoplemanagingpeople.com: 17 answers, 18 citations
- desklog.io: 17 answers, 17 citations

Pages named in the most answers:

- https://forbes.com/advisor/business/software/best-leave-management-systems (34 answers)
- https://employsome.com/best/leave-management-software (18 answers)
- https://capterra.com/leave-management-system-software (17 answers)
- https://desklog.io/blog/best-leave-management-software (17 answers)
- https://actiplans.com/blog/free-leave-management-software (12 answers)
- https://leadchangegroup.com/pto-tracking-software (12 answers)
- https://peoplemanagingpeople.com/tools/best-leave-management-software (12 answers)
- https://charliehr.com/best-leave-management-systems (11 answers)
- https://leapsome.com/blog/absence-management-software (11 answers)
- https://softwareadvice.com/hr/absence-management-comparison (11 answers)

## Warned against

- BambooHR: 6 of 48 labels negative. "Limited calendar/payment details, limited customization options, and a user interface that can feel cluttered." (GLM 4.7 FlashX, negative prompt)
- Workday: 6 of 16 labels negative. "High cost and complexity — often overkill for small-to-mid companies." (DeepSeek V4 Flash, negative prompt)
- Tilt: 3 of 4 labels negative. "customer service is exceptionally slow (taking several business days to respond)" (DeepSeek V4 Flash, negative prompt)
- Employee Leave Management India: 3 of 3 labels negative. "exercise extreme caution with new or regional platforms (such as Employee Leave Management India) that have a scarcity of verified reviews" (Qwen 3.7 Flash, negative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: BambooHR (28%) to LeaveBoard (18%). Margin 4 points, within noise.

- BambooHR: 28% to 14%, −14. Cleared the floor by 1 point · rank 1 → 3 of 98.
- Calamari: 0% to 6%, +6. Inside the floor by 7 points · rank 19 → 5 of 98.
- LeaveBoard: 14% to 18%, +4. Inside the floor by 9 points · rank 2 → 1 of 98.
- Vacation Tracker: 12% to 16%, +4. Inside the floor by 9 points · rank 3 → 2 of 98.
- AbsenceSoft: 0% to 4%, +4. Inside the floor by 9 points · rank 20 → 6 of 98.
- actiPLANS: 4% to 0%, −4. Inside the floor by 9 points · rank 8 → 20 of 98.
- Rippling: 11% to 14%, +3. Inside the floor by 10 points · rank 4 of 98, unchanged.
- Zoho People: 0% to 2%, +2. Inside the floor by 11 points · rank 18 → 8 of 98.
- Timetastic: 4% to 2%, −2. Inside the floor by 11 points · rank 6 → 9 of 98.
- Factorial: 4% to 2%, −2. Inside the floor by 11 points · rank 7 → 10 of 98.
- Day Off: 0% to 2%, +2. Inside the floor by 11 points · rank 30 → 13 of 98.
- UKG Pro: 2% to 0%, −2. Inside the floor by 11 points · rank 10 → 50 of 98.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.
