# Time and attendance: 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 a mid-market B2B company. Page: https://www.gane.ai/index/hr/core/time-and-attendance/2026-11

**Standing:** Rippling 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 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 15% | 0% | 27 |
| 2 | [Clockify](https://www.gane.ai/index/hr/vendors/clockify/index.md) | 12% | 11% | 28 |
| 3 | [Homebase](https://www.gane.ai/index/hr/vendors/homebase/index.md) | 12% | 9% | 23 |
| 4 | [Toggl Track](https://www.gane.ai/index/hr/vendors/toggl-track/index.md) | 12% | 10% | 10 |
| 5 | [Deputy](https://www.gane.ai/index/hr/vendors/deputy/index.md) | 10% | 3% | 35 |
| 6 | [Jibble](https://www.gane.ai/index/hr/vendors/jibble/index.md) | 10% | 0% | 19 |
| 8 | [TimeCamp](https://www.gane.ai/index/hr/vendors/timecamp/index.md) | 4% | 0% | 14 |
| 10 | [Connecteam](https://www.gane.ai/index/hr/vendors/connecteam/index.md) | 2% | 0% | 40 |
| 11 | [Buddy Punch](https://www.gane.ai/index/hr/vendors/buddy-punch/index.md) | 2% | 0% | 19 |
| 12 | [UKG Ready](https://www.gane.ai/index/hr/vendors/ukg-ready/index.md) | 2% | 6% | 16 |
| 13 | [Paylocity](https://www.gane.ai/index/hr/vendors/paylocity/index.md) | 2% | 6% | 16 |
| 14 | [Paycom](https://www.gane.ai/index/hr/vendors/paycom/index.md) | 2% | 13% | 15 |

Rank is by share of first choices among all 99 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: Paycom; alternatives ADP Workforce Now, Connecteam, Paylocity, Rippling
- GPT-5.4 mini: UKG Ready; alternatives Connecteam, Gusto, QuickBooks Time, Rippling
- Gemini 3.5 Flash: Rippling; alternatives ADP Workforce Now, ClickTime, Paylocity, Replicon
- Perplexity Sonar: Rippling; alternatives BambooHR Time Tracking, Connecteam, Deputy, Paycor
- Grok 4.20: Rippling; alternatives Paycom, UKG Ready
- Mistral Small: Synerion; alternatives Factorial, Microsoft Teams, isolved Time
- DeepSeek V4 Flash: TCP Humanity; alternatives Buddy Punch, Connecteam, Deputy, Rippling
- Llama 4 Maverick: Synerion; alternatives Factorial, Microsoft Teams, isolved Time
- Qwen 3.7 Flash: Deputy; alternatives OnTheClock, QuickBooks Time, Synerion
- Kimi K2: Rippling; alternatives Paylocity, Synerion, UKG Ready
- GLM 4.7 FlashX: Deputy, Rippling; alternatives Connecteam, QuickBooks Time, Synerion, TimeCamp
- MiniMax M2.5: Deputy, Rippling; alternatives Connecteam, Paylocity, UKG Ready
- GPT-6 Luna: Rippling; alternatives ADP Workforce Now, UKG Ready
- Muse Glimmer 30B: Deputy, Synerion; alternatives ADP Workforce Now, Connecteam, TimeClock Plus, UKG Pro Workforce Management

## Sources the answers cite

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

- forbes.com: 33 answers, 38 citations
- leadchangegroup.com: 29 answers, 41 citations
- softwareadvice.com: 29 answers, 40 citations
- g2.com: 22 answers, 39 citations
- capterra.com: 20 answers, 29 citations
- trackingtime.co: 16 answers, 17 citations
- techrepublic.com: 16 answers, 16 citations
- peoplemanagingpeople.com: 15 answers, 18 citations

Pages named in the most answers:

- https://forbes.com/advisor/business/software/best-time-attendance-software (23 answers)
- https://leadchangegroup.com/time-and-attendance-software/mid-market (17 answers)
- https://techrepublic.com/article/best-time-and-attendance-software (15 answers)
- https://trackingtime.co/time-attendance-software/best-time-attendance-software.html (15 answers)
- https://fitsmallbusiness.com/best-time-and-attendance-software (14 answers)
- https://softwareadvice.com/hr/time-attendance-comparison (14 answers)
- https://synerion.com/blog/9-best-time-and-attendance-systems-by-workforce-type-2026 (13 answers)
- https://g2.com/categories/time-attendance (12 answers)
- https://selectsoftwarereviews.com/buyer-guide/time-and-attendance-software (10 answers)
- https://business.com/categories/time-and-attendance-software (8 answers)

## Warned against

- UKG Pro Workforce Management: 6 of 21 labels negative. "Enterprise-Level Platforms for Small Businesses (e.g., UKG, ADP Workforce Now, Paycom): ... smaller businesses ... frequently report painful, drawn-out implementations, expensive setup fees" (Gemini 3.5 Flash, negative prompt)
- ADP Workforce Now: 4 of 23 labels negative. "Enterprise-Level Platforms for Small Businesses (e.g., UKG, ADP Workforce Now, Paycom): ... expensive setup fees, bloated interfaces, and lower-tier customer service routing." (Gemini 3.5 Flash, negative prompt)
- BambooHR Time Tracking: 3 of 20 labels negative. "Simpler and more affordable for lighter needs, but less robust for complex T&A in mid-market" (Grok 4.20, direct prompt)
- QuickBooks Time: 3 of 30 labels negative. "Check that its payroll and scheduling features meet your needs before choosing it as a full workforce-management system." (GPT-6 Luna, comparative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: Clockify (12%) to Rippling (15%). Margin 3 points, within noise.

- Deputy: 0% to 10%, +10. Inside the floor by 3 points · rank 17 → 5 of 99.
- Paylocity: 12% to 2%, −10. Inside the floor by 3 points · rank 2 → 13 of 99.
- ADP Workforce Now: 10% to 0%, −10. Inside the floor by 3 points · rank 3 → 20 of 99.
- Rippling: 6% to 15%, +9. Inside the floor by 4 points · rank 10 → 1 of 99.
- Connecteam: 8% to 2%, −6. Inside the floor by 7 points · rank 7 → 10 of 99.
- UKG Ready: 8% to 2%, −6. Inside the floor by 7 points · rank 9 → 12 of 99.
- Toggl Track: 8% to 12%, +4. Inside the floor by 9 points · rank 8 → 4 of 99.
- Homebase: 10% to 12%, +2. Inside the floor by 11 points · rank 5 → 3 of 99.
- TimeCamp: 2% to 4%, +2. Inside the floor by 11 points · rank 12 → 8 of 99.
- Buddy Punch: 0% to 2%, +2. Inside the floor by 11 points · rank 19 → 11 of 99.
- Paycom: 0% to 2%, +2. Inside the floor by 11 points · rank 21 → 14 of 99.
- QuickBooks Time: 2% to 0%, −2. Inside the floor by 11 points · rank 11 → 19 of 99.

## 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.