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

Gane Index, September 2026 Edition. Asked as "time and attendance system" and as "employee time tracking software", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/core/time-and-attendance/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/hr/core/time-and-attendance/enterprise/index.md

**Standing:** UKG Pro Workforce Management leads with 34% of first choices; verdict contested. 41 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) | 34% | 14% | 36 |
| 2 | [UKG Ready](https://www.gane.ai/index/hr/vendors/ukg-ready/index.md) | 20% | 0% | 16 |
| 3 | [Workday Time Tracking](https://www.gane.ai/index/hr/vendors/workday-time-tracking/index.md) | 7% | 11% | 36 |
| 6 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 3% | 31 |
| 7 | [ADP Workforce Now](https://www.gane.ai/index/hr/vendors/adp-workforce-now/index.md) | 2% | 17% | 36 |
| 8 | [Dayforce Workforce Management](https://www.gane.ai/index/hr/vendors/dayforce-workforce-management/index.md) | 2% | 6% | 17 |
| 9 | [SAP SuccessFactors Time Management](https://www.gane.ai/index/hr/vendors/sap-successfactors-time-management/index.md) | 2% | 12% | 17 |
| 17 | Oracle Time and Labor | 0% | 8% | 12 |
| 21 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 0% | 25% | 12 |
| 59 | [Connecteam](https://www.gane.ai/index/hr/vendors/connecteam/index.md) | 0% | 36% | 11 |

Rank is by share of first choices among all 87 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 Management, WorkForce Software
- Gemini 3.5 Flash: Replicon; alternatives ADP Workforce Now, Dayforce Workforce Management, HMS Software, Journyx
- Perplexity Sonar: UKG Pro Workforce Management / UKG Ready; alternatives ADP Workforce Now, Nowsta, Rippling, Workday Time Tracking
- Grok 4.20: UKG Pro Workforce Management; alternatives ADP Workforce Now, Rippling, Workday Time Tracking
- Mistral Small: Rippling; alternatives Deputy, HROne, UKG Ready
- DeepSeek V4 Flash: UKG Pro Workforce Management; alternatives ADP Workforce Now, Dayforce Workforce Management, Workday Time Tracking
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: UKG Pro Workforce Management; alternatives ADP Workforce Now, Oracle Time and Labor, Paylocity, Rippling
- Kimi K2: SAP SuccessFactors Time Management, UKG Pro Workforce Management; alternatives ADP Workforce Now, Rippling, Workday Time Tracking
- GLM 4.7 FlashX: no first choice
- MiniMax M2.5: UKG Ready; alternatives HROne, Rippling, Workday Time Tracking

## Sources the answers cite

64 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- learn.g2.com: 38 answers, 57 citations
- gartner.com: 33 answers, 46 citations
- selectsoftwarereviews.com: 30 answers, 30 citations
- peoplemanagingpeople.com: 29 answers, 31 citations
- worldmetrics.org: 26 answers, 48 citations
- jibble.io: 20 answers, 25 citations
- gitnux.org: 20 answers, 23 citations
- thedigitalprojectmanager.com: 19 answers, 21 citations

Pages named in the most answers:

- https://gartner.com/reviews/market/time-and-attendance-software (31 answers)
- https://selectsoftwarereviews.com/buyer-guide/time-and-attendance-software (29 answers)
- https://learn.g2.com/best-time-and-attendance-software (24 answers)
- https://peoplemanagingpeople.com/tools/best-time-and-attendance-software (21 answers)
- https://learn.g2.com/time-and-attendance-software-for-enterprises (18 answers)
- https://thedigitalprojectmanager.com/tools/enterprise-time-tracking-software (18 answers)
- https://jibble.io/best-enterprise-time-tracking-software (17 answers)
- https://business.com/categories/time-and-attendance-software (15 answers)
- https://learn.g2.com/best-time-tracking-software (12 answers)
- https://nowsta.com/blog/best-time-and-attendance-software-for-enterprises (12 answers)

## Warned against

- ADP Workforce Now: 6 of 36 labels negative. "recent user feedback on ADP Workforce Now mentioned an "incomplete implementation process," "arcane" workflows, and a time-and-attendance service that felt limited" (GPT-5.4 mini, negative prompt)
- BambooHR Time Tracking: 5 of 8 labels negative. "BambooHR - may not suit very large enterprises with multiple users or businesses under one system." (Llama 4 Maverick, negative prompt)
- UKG Pro Workforce Management: 5 of 36 labels negative. "Kronos: Has been explicitly criticized by users, with one stating, "I wouldn't recommend it to my worst enemy"." (Mistral Small, negative prompt)
- Clockify: 4 of 5 labels negative. "Why to avoid: ... cannot handle the complexity of an enterprise." (Gemini 3.5 Flash, negative prompt)

## Record

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