# Time and attendance: what AI models recommend, October 2026

HR AI Recommendation Index, October 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://hr-ai-index.com/core/time-and-attendance/

**Standing:** Clockify (tied with Paylocity) leads with 12% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Clockify | 12% | 0% | 28 |
| 2 | Paylocity | 12% | 5% | 22 |
| 3 | ADP Workforce Now | 10% | 10% | 29 |
| 4 | Jibble | 10% | 0% | 17 |
| 5 | Homebase | 10% | 6% | 17 |
| 6 | Connecteam | 8% | 0% | 21 |
| 7 | Toggl Track | 8% | 0% | 13 |
| 8 | UKG Ready | 8% | 6% | 16 |
| 9 | Rippling | 6% | 0% | 14 |
| 10 | QuickBooks Time | 2% | 12% | 32 |
| 11 | BambooHR Time Tracking | 0% | 0% | 16 |
| 12 | Deputy | 0% | 0% | 14 |

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

- Claude Haiku 4.5: Factorial; alternatives BambooHR Time Tracking, Jibble, Paylocity, Synerion
- GPT-5.4 mini: ADP Workforce Now, UKG Ready; alternatives Paylocity, Rippling
- Gemini 3.5 Flash: Rippling; alternatives ADP Workforce Now, Everhour, Harvest, Jibble
- Perplexity Sonar: Paylocity; alternatives Factorial, Paycor, QuickBooks Time, UKG Ready
- Grok 4.1 Fast: Paylocity, UKG Ready; alternatives ADP Workforce Now, Buddy Punch, QuickBooks Time
- Mistral Small: ADP Workforce Now; alternatives BambooHR Time Tracking, Paycor
- DeepSeek V4 Flash: UKG Ready; alternatives ADP Workforce Now, Deputy, Paycom, QuickBooks Time
- Llama 4 Maverick: no first choice; alternatives BambooHR Time Tracking, Humanity Time, Paycor
- Qwen 3.7 Flash: Paylocity; alternatives Deputy, Replicon, UKG Pro
- Kimi K2: Rippling; alternatives Connecteam, Deputy, Paylocity, UKG Ready
- GLM 4.7 FlashX: Connecteam, Paylocity; alternatives BambooHR Time Tracking, Buddy Punch, Paycom, QuickBooks Time
- MiniMax M2.5: ADP Workforce Now, Paylocity; alternatives Rippling, TimeCamp, UKG Pro
- GPT-6 Luna: UKG Ready; alternatives ADP Workforce Now, Deputy, Paylocity
- Muse Glimmer 30B: ADP Workforce Now; alternatives BambooHR Time Tracking, Calamari, Connecteam, UKG Pro / UKG Ready

## 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:

- forbes.com: 35 answers, 41 citations
- guideflow.com: 32 answers, 34 citations
- timetrex.com: 23 answers, 38 citations
- learn.g2.com: 22 answers, 28 citations
- paylocity.com: 19 answers, 20 citations
- trackingtime.co: 19 answers, 20 citations
- peoplemanagingpeople.com: 18 answers, 22 citations
- selectsoftwarereviews.com: 18 answers, 18 citations

Pages named in the most answers:

- https://guideflow.com/blog/time-and-attendance-software (30 answers)
- https://forbes.com/advisor/business/software/best-time-attendance-software (24 answers)
- https://selectsoftwarereviews.com/buyer-guide/time-and-attendance-software (18 answers)
- https://timetrex.com/blog/best-time-and-attendance-software-2024 (18 answers)
- https://paylocity.com/why-paylocity/compare/lists/attendance-software (17 answers)
- https://appsruntheworld.com/top-10-hcm-software-vendors-in-time-attendance-market-segment (14 answers)
- https://forbes.com/advisor/business/software/best-time-tracking-software (14 answers)
- https://learn.g2.com/best-time-and-attendance-software (14 answers)
- https://peoplemanagingpeople.com/tools/best-time-and-attendance-software (14 answers)
- https://trackingtime.co/time-attendance-software/best-time-attendance-software.html (14 answers)

## Warned against

- UKG Pro: 5 of 19 labels negative. "Systems to Be Wary Of: #### 1. UKG (formerly Kronos) ... Frequent system outages and usability glitches" (Qwen 3.7 Flash, negative prompt)
- QuickBooks Time: 4 of 32 labels negative. "QuickBooks Time may be a poor fit if you need GPS tracking, geofencing, or automatic background tracking for field workers." (Perplexity Sonar, negative prompt)
- UKG Pro Workforce Management: 3 of 6 labels negative. "A ransomware attack discovered Dec. 11 [2021] hit Kronos Private Cloud and the company said the outage could last several weeks." (Muse Glimmer 30B, negative prompt)
- ADP Workforce Now: 3 of 29 labels negative. "poor support response times, long holds... Avoid if: You do not have a dedicated HR administrator to manage the complex backend." (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: UKG Ready (15%) to Paylocity (13%). Margin 7 points, within noise.

- UKG Ready: 15% to 7%, −9. Inside the floor by 4 points · rank 1 → 10 of 77.
- Paylocity: 6% to 13%, +8. Inside the floor by 5 points · rank 9 → 1 of 77.
- ADP Workforce Now: 0% to 7%, +7. Inside the floor by 6 points · rank 18 → 8 of 77.
- Rippling: 12% to 7%, −5. Inside the floor by 8 points · rank 3 → 9 of 77.
- TimeCamp: 6% to 2%, −4. Inside the floor by 9 points · rank 8 → 13 of 77.
- Jibble: 6% to 9%, +3. Inside the floor by 10 points · rank 7 → 5 of 77.
- Buddy Punch: 2% to 0%, −2. Inside the floor by 11 points · rank 12 → 19 of 77.
- QuickBooks Time: 4% to 2%, −2. Inside the floor by 11 points · rank 10 → 11 of 77.
- Connecteam: 8% to 9%, +1. Inside the floor by 12 points · rank 6 → 4 of 77.
- Toggl Track: 10% to 9%, −1. Inside the floor by 12 points · rank 5 → 6 of 77.
- Homebase: 10% to 9%, −1. Inside the floor by 12 points · rank 4 → 7 of 77.
- Clockify: 12% to 11%, ±0. Inside the floor by 13 points · rank 2 of 77, unchanged.

## 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.