# Time and attendance for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "time and attendance system" and as "employee time tracking software", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/core/time-and-attendance/2026-11/enterprise

**Standing:** UKG Pro Workforce Management leads with 29% of first choices; verdict contested. 62 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [UKG Pro Workforce Management](https://www.gane.ai/index/hr/vendors/ukg-pro-workforce-management/index.md) | 29% | 10% | 51 |
| 2 | [Workday Time Tracking](https://www.gane.ai/index/hr/vendors/workday-time-tracking/index.md) | 10% | 5% | 44 |
| 3 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 8% | 8% | 26 |
| 4 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 6% | 14% | 29 |
| 5 | [Replicon](https://www.gane.ai/index/hr/vendors/replicon/index.md) | 6% | 0% | 13 |
| 6 | [UKG Ready](https://www.gane.ai/index/hr/vendors/ukg-ready/index.md) | 5% | 10% | 10 |
| 8 | [Dayforce Workforce Management](https://www.gane.ai/index/hr/vendors/dayforce-workforce-management/index.md) | 3% | 5% | 22 |
| 9 | [Paycom](https://www.gane.ai/index/hr/vendors/paycom/index.md) | 3% | 0% | 14 |
| 12 | [ADP Workforce Now](https://www.gane.ai/index/hr/vendors/adp-workforce-now/index.md) | 2% | 14% | 36 |
| 13 | [Connecteam](https://www.gane.ai/index/hr/vendors/connecteam/index.md) | 2% | 13% | 15 |
| 23 | [SAP SuccessFactors Time Management](https://www.gane.ai/index/hr/vendors/sap-successfactors-time-management/index.md) | 0% | 0% | 18 |
| 24 | [Synerion](https://www.gane.ai/index/hr/vendors/synerion/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 97 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: no first choice
- GPT-5.4 mini: UKG Pro Workforce Management; alternatives ADP WorkForce Suite, ADP Workforce Now, Rippling, UKG Ready
- Gemini 3.5 Flash: Replicon; alternatives ADP Vantage HCM, ADP Workforce Now, Rippling, SAP SuccessFactors Time Management
- Perplexity Sonar: UKG Pro Workforce Management, UKG Ready; alternatives ADP Workforce Now, Deputy, Paycom, Rippling
- Grok 4.20: Rippling; alternatives Paycom, UKG Ready/Pro
- Mistral Small: UKG Pro Workforce Management; alternatives ADP Workforce Now, Dayforce Workforce Management, Synerion, Workday Time Tracking
- DeepSeek V4 Flash: Rippling, UKG Pro Workforce Management; alternatives ADP Workforce Now, TimeClock Plus
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Dayforce Workforce Management, UKG Ready/UKG; alternatives Rippling, Workday Time Tracking
- Kimi K2: Rippling, UKG Pro / UKG Ready; alternatives ADP Workforce Now
- GLM 4.7 FlashX: Dayforce Workforce Management, UKG Pro Workforce Management; alternatives ADP Workforce Now, Rippling, Workday Time Tracking
- MiniMax M2.5: UKG Pro Workforce Management; alternatives ADP RUN, ADP Workforce Now, Rippling, Synerion
- GPT-6 Luna: Workday Time Tracking; alternatives ADP Workforce Management, Dayforce Workforce Management, UKG Pro Workforce Management
- Muse Glimmer 30B: Rippling, UKG Ready; alternatives ADP RUN

## 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:

- leadchangegroup.com: 25 answers, 30 citations
- nowsta.com: 25 answers, 30 citations
- synerion.com: 24 answers, 24 citations
- learn.g2.com: 22 answers, 22 citations
- capterra.com: 20 answers, 31 citations
- ukg.com: 19 answers, 31 citations
- g2.com: 18 answers, 30 citations
- selecthub.com: 15 answers, 16 citations

Pages named in the most answers:

- https://nowsta.com/blog/best-time-and-attendance-software-for-enterprises (24 answers)
- https://synerion.com/blog/9-best-time-and-attendance-systems-by-workforce-type-2026 (22 answers)
- https://leadchangegroup.com/time-and-attendance-software/enterprise (21 answers)
- https://learn.g2.com/time-and-attendance-software-for-enterprises (20 answers)
- https://thedigitalprojectmanager.com/tools/enterprise-time-tracking-software (14 answers)
- https://actitime.com/software-collections/enterprise-time-tracking (12 answers)
- https://selecthub.com/c/time-and-attendance-software (11 answers)
- https://businessnewsdaily.com/6730-best-time-and-attendance-systems.html (10 answers)
- https://appsruntheworld.com/top-10-hcm-software-vendors-in-time-attendance-market-segment (9 answers)
- https://trackingtime.co/time-attendance-software/best-time-attendance-software.html (9 answers)

## Warned against

- Clockify: 6 of 8 labels negative. "one 2026 review specifically judged Clockify unsuitable for organizations with 1,000 or more employees" (Perplexity Sonar, negative prompt)
- Deputy: 4 of 29 labels negative. "Absolutely avoid for your use case: ... most mid-market tools like Deputy" (DeepSeek V4 Flash, budget prompt)
- UKG Pro Workforce Management: 5 of 51 labels negative. "Legacy or Outdated Systems (e.g., older Kronos versions, manual logs, basic card/biometric without integration): Why avoid?" (Grok 4.20, negative prompt)
- ADP Workforce Now: 5 of 36 labels negative. "For standalone time/attendance, UKG itself is often considered more feature-complete than the OEM ADP version." (DeepSeek V4 Flash, comparative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: UKG Pro Workforce Management at 29%.

- ADP Workforce Now: 14% to 2%, −12. Inside the floor by 1 point · rank 2 → 12 of 97.
- Workday Time Tracking: 5% to 10%, +5. Inside the floor by 8 points · rank 4 → 2 of 97.
- QuickBooks Time: 5% to 0%, −5. Inside the floor by 8 points · rank 5 → 93 of 97.
- Rippling: 4% to 8%, +4. Inside the floor by 9 points · rank 6 → 3 of 97.
- Deputy: 2% to 6%, +4. Inside the floor by 9 points · rank 12 → 4 of 97.
- UKG Pro Workforce Management: 32% to 29%, −3. Inside the floor by 10 points · rank 1 of 97, unchanged.
- Dayforce Workforce Management: 0% to 3%, +3. Inside the floor by 10 points · rank 22 → 8 of 97.
- Paycom: 0% to 3%, +3. Inside the floor by 10 points · rank 23 → 9 of 97.
- Replicon: 4% to 6%, +2. Inside the floor by 11 points · rank 8 → 5 of 97.
- UKG Ready: 7% to 5%, −2. Inside the floor by 11 points · rank 3 → 6 of 97.
- Connecteam: 0% to 2%, +2. Inside the floor by 11 points · rank 29 → 13 of 97.
- Oracle Time and Labor: 2% to 0%, −2. Inside the floor by 11 points · rank 11 → 26 of 97.

## 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.