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

HR AI Recommendation Index, October 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://hr-ai-index.com/core/leave-and-absence-management/

**Standing:** BambooHR leads with 28% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | BambooHR | 28% | 17% | 47 |
| 2 | LeaveBoard | 14% | 0% | 25 |
| 3 | Vacation Tracker | 12% | 21% | 34 |
| 4 | Rippling | 11% | 8% | 26 |
| 5 | Timetastic | 4% | 7% | 14 |
| 6 | Factorial | 4% | 17% | 12 |
| 7 | UKG Pro | 2% | 10% | 10 |
| 8 | ADP Workforce Now | 2% | 29% | 17 |
| 9 | Zoho People | 0% | 0% | 18 |
| 10 | Calamari | 0% | 0% | 15 |
| 11 | AbsenceSoft | 0% | 0% | 12 |
| 12 | Workday | 0% | 18% | 17 |

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

- Claude Haiku 4.5: Rippling; alternatives BambooHR, HROne, Namely
- GPT-5.4 mini: Rippling; alternatives AbsenceSoft, BambooHR, Namely
- Gemini 3.5 Flash: HiBob, Rippling; alternatives Calamari, Cocoon, Tilt, Vacation Tracker
- Perplexity Sonar: Rippling; alternatives BambooHR, Zoho People
- Grok 4.1 Fast: ADP Workforce Now, BambooHR; alternatives AbsenceSoft, HiBob, Vacation Tracker
- Mistral Small: BambooHR, HiBob; alternatives LeaveBoard, Vacation Tracker
- DeepSeek V4 Flash: BambooHR; alternatives Deel, Rippling
- Llama 4 Maverick: Vacation Tracker; alternatives Namely, TimeOff.Management
- Qwen 3.7 Flash: BambooHR; alternatives ADP Workforce Now, Deel, Remote, Rippling
- Kimi K2: HiBob; alternatives ADP Workforce Now, BambooHR, Leapsome, UKG Pro
- GLM 4.7 FlashX: BambooHR; alternatives Dayforce, Rippling, UKG Pro
- MiniMax M2.5: BambooHR; alternatives Rippling, TimeOff.Management, e-days
- GPT-6 Luna: Tilt; alternatives AbsenceSoft, Sparrow
- Muse Glimmer 30B: BambooHR, HiBob; alternatives Rippling, Vacation Tracker, e-days

## Sources the answers cite

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

- forbes.com: 40 answers, 41 citations
- actiplans.com: 33 answers, 39 citations
- peoplemanagingpeople.com: 30 answers, 39 citations
- guideflow.com: 30 answers, 31 citations
- worldmetrics.org: 27 answers, 41 citations
- employsome.com: 27 answers, 27 citations
- gitnux.org: 23 answers, 32 citations
- softwarefinder.com: 23 answers, 24 citations

Pages named in the most answers:

- https://forbes.com/advisor/business/software/best-leave-management-systems (39 answers)
- https://guideflow.com/blog/leave-management-software (30 answers)
- https://actiplans.com/blog/free-leave-management-software (29 answers)
- https://employsome.com/best/leave-management-software (27 answers)
- https://peoplemanagingpeople.com/tools/best-leave-management-software (25 answers)
- https://leapsome.com/blog/absence-management-software (17 answers)
- https://firsthr.app/compare/general/leave-management-system (16 answers)
- https://articsledge.com/post/leave-management-software (15 answers)
- https://softwarefinder.com/resources/best-leave-management-software (13 answers)
- https://itqlick.com/category/leave-management (11 answers)

## Warned against

- BambooHR: 8 of 47 labels negative. "Avoid "All-in-One" HR software (like BambooHR or Gusto) for just leave management." (Qwen 3.7 Flash, budget prompt)
- Vacation Tracker: 7 of 34 labels negative. "Criticized for its pricing model, which adds extra fees for "advanced features" that are typically included for free in other tools." (Mistral Small, negative prompt)
- ADP Workforce Now: 5 of 17 labels negative. "While generally reliable, users report: Frequent forced password changes ... Slow, unresponsive support" (DeepSeek V4 Flash, negative prompt)
- Gusto: 3 of 12 labels negative. "Avoid "All-in-One" HR software (like BambooHR or Gusto) for just leave management." (Qwen 3.7 Flash, budget prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: BambooHR at 29%.

- Connecteam: 7% to 0%, −7. Inside the floor by 6 points · rank 5 → 26 of 91.
- HiBob: 0% to 6%, +6. Inside the floor by 7 points · rank 19 → 5 of 91.
- Factorial: 0% to 4%, +4. Inside the floor by 9 points · rank 18 → 7 of 91.
- Timetastic: 7% to 4%, −2. Inside the floor by 11 points · rank 6 of 91, unchanged.
- Day Off: 2% to 0%, −2. Inside the floor by 11 points · rank 7 → 29 of 91.
- ADP Workforce Now: 0% to 2%, +2. Inside the floor by 11 points · rank 36 → 11 of 91.
- LeaveBoard: 11% to 12%, +1. Inside the floor by 12 points · rank 4 → 2 of 91.
- Rippling: 13% to 12%, −1. Inside the floor by 12 points · rank 3 of 91, unchanged.
- Vacation Tracker: 13% to 12%, −1. Inside the floor by 12 points · rank 2 → 4 of 91.
- BambooHR: 28% to 29%, ±0. Inside the floor by 13 points · rank 1 of 91, unchanged.
- Calamari: 0% to 0%, ±0. Inside the floor by 13 points · rank 17 of 91, unchanged.
- Zoho People: 0% to 0%, ±0. Inside the floor by 13 points · rank 27 → 18 of 91.

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.