# Time and attendance: 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 a mid-market B2B company. Page: https://www.gane.ai/index/hr/core/time-and-attendance/2026-09

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since.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/index.md

**Standing:** UKG Ready leads with 15% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [UKG Ready](https://www.gane.ai/index/hr/vendors/ukg-ready/index.md) | 15% | 6% | 17 |
| 2 | [Clockify](https://www.gane.ai/index/hr/vendors/clockify/index.md) | 12% | 0% | 22 |
| 3 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 12% | 0% | 15 |
| 4 | [Homebase](https://www.gane.ai/index/hr/vendors/homebase/index.md) | 10% | 6% | 18 |
| 5 | [Toggl Track](https://www.gane.ai/index/hr/vendors/toggl-track/index.md) | 10% | 0% | 10 |
| 6 | [Connecteam](https://www.gane.ai/index/hr/vendors/connecteam/index.md) | 8% | 5% | 21 |
| 7 | [Jibble](https://www.gane.ai/index/hr/vendors/jibble/index.md) | 6% | 0% | 12 |
| 8 | [TimeCamp](https://www.gane.ai/index/hr/vendors/timecamp/index.md) | 6% | 0% | 10 |
| 9 | [Paylocity](https://www.gane.ai/index/hr/vendors/paylocity/index.md) | 6% | 0% | 11 |
| 10 | [QuickBooks Time](https://www.gane.ai/index/hr/vendors/quickbooks-time/index.md) | 4% | 6% | 17 |
| 12 | [Buddy Punch](https://www.gane.ai/index/hr/vendors/buddy-punch/index.md) | 2% | 14% | 14 |
| 17 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 0% | 5% | 19 |

Rank is by share of first choices among all 77 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: Rippling; alternatives ADP Workforce Now, Connecteam, Deel, Deputy
- Gemini 3.5 Flash: Rippling; alternatives ADP Workforce Now, BigTime, ClickTime, Deputy
- Perplexity Sonar: UKG Ready; alternatives ADP Workforce Now, Deputy, Rippling
- Grok 4.20: Rippling; alternatives Paylocity, UKG Ready
- Mistral Small: UKG Ready; alternatives BambooHR Time Tracking, Rippling
- DeepSeek V4 Flash: Rippling, UKG Ready; alternatives BambooHR Time Tracking, Connecteam, Deputy, Paylocity
- Llama 4 Maverick: UKG Ready
- Qwen 3.7 Flash: Paylocity; alternatives Gusto, Harvest, Jibble, Replicon
- Kimi K2: Rippling; alternatives BambooHR Time Tracking, UKG Ready
- GLM 4.7 FlashX: Rippling, UKG Ready; alternatives ADP Workforce Now, BambooHR Time Tracking, Dayforce Workforce Management
- MiniMax M2.5: Paycor; alternatives Factorial

## Sources the answers cite

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

- selectsoftwarereviews.com: 32 answers, 33 citations
- forbes.com: 30 answers, 38 citations
- peoplemanagingpeople.com: 30 answers, 32 citations
- gartner.com: 22 answers, 26 citations
- learn.g2.com: 21 answers, 29 citations
- techrepublic.com: 17 answers, 18 citations
- g2.com: 15 answers, 25 citations
- worldmetrics.org: 15 answers, 20 citations

Pages named in the most answers:

- https://selectsoftwarereviews.com/buyer-guide/time-and-attendance-software (32 answers)
- https://peoplemanagingpeople.com/tools/best-time-and-attendance-software (24 answers)
- https://forbes.com/advisor/business/software/best-time-attendance-software (21 answers)
- https://gartner.com/reviews/market/time-and-attendance-software (21 answers)
- https://techrepublic.com/article/best-time-and-attendance-software (17 answers)
- https://business.com/categories/time-and-attendance-software (13 answers)
- https://learn.g2.com/best-time-and-attendance-software (13 answers)
- https://paylocity.com/why-paylocity/compare/lists/attendance-software (12 answers)
- https://trackingtime.co/time-attendance-software/best-time-attendance-software.html (12 answers)
- https://forbes.com/advisor/business/software/best-time-tracking-software (11 answers)

## Warned against

- UKG Pro Workforce Management: 5 of 16 labels negative. "Multiple ransomware attacks ... slow support, buggy mobile clock-ins, logouts, outdated UI, high implementation costs, integration issues. Past BIPA suits add risk." (Grok 4.20, negative prompt)
- ADP Workforce Now: 4 of 21 labels negative. "Common complaints: Configuration complexity leading to punch errors, accrual miscalculations, rounding rule problems" (Kimi K2, negative prompt)
- Buddy Punch: 2 of 14 labels negative. "Be cautious of vendors with poor support, no integration, or hidden fees (Kronos, TimeForce, Buddy Punch, etc.)" (GLM 4.7 FlashX, negative prompt)
- TimeClock Plus: 2 of 4 labels negative. "Targeted in 2019 class actions for fingerprint scans." (Grok 4.20, 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.