# Rippling vs Toggl Track: which do AI models recommend for time and attendance, September 2026

HR AI Recommendation Index, September 2026 Edition, Time and attendance. Six of twelve models named Rippling first on the direct prompt; zero named Toggl Track. Page: https://hr-ai-index.com/core/time-and-attendance/rippling-vs-toggl-track/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rippling | 12% | #3 of 15 | 0% | 15 | 10 of 12 |
| Toggl Track | 10% | #5 of 15 | 0% | 10 | 7 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: rippling first (first choices: Rippling) (alternatives: ADP, Connecteam, Deel, Deputy, UKG Ready)
- Gemini 3.5 Flash: rippling first (first choices: Rippling) (alternatives: ADP Workforce Now, BigTime, ClickTime, Deputy, Paycor)
- Grok 4.1 Fast: rippling first (first choices: Rippling) (alternatives: Paylocity, UKG Ready)
- DeepSeek V4 Flash: rippling first (first choices: Rippling, UKG Ready) (alternatives: BambooHR, Connecteam, Deputy, Paylocity)
- Kimi K2: rippling first (first choices: Rippling) (alternatives: BambooHR, UKG Ready)
- GLM 4.7 FlashX: rippling first (first choices: Rippling, UKG Ready) (alternatives: ADP Workforce Now, BambooHR, Dayforce)
- Perplexity Sonar: neither first, one named (first choices: UKG Ready) (alternatives: ADP Workforce Now, Deputy, Rippling)
- Mistral Small: neither first, one named (first choices: UKG Ready) (alternatives: BambooHR, Rippling)
- Qwen 3.7 Flash: neither first, one named (first choices: Paylocity) (alternatives: Gusto, Harvest, Jibble, Replicon, Rippling)
- Claude Haiku 4.5: neither named
- Llama 4 Maverick: neither named (first choices: UKG Ready)
- MiniMax M2.5: neither named (first choices: Paycor) (alternatives: Factorial)

## What the models said about Rippling

- "Rippling has become a dominant force in the mid-market space because of its unified HR, IT, and Finance platform... Rippling is the market leader." (Gemini 3.5 Flash, direct prompt, first choice)
- "my default recommendation is Rippling if you want the best balance of time & attendance, HR, payroll-adjacent workflows, and scalability" (GPT-5.4 mini, direct prompt, first choice)

## What the models said about Toggl Track

- "The Best All-Rounder: Toggl Track ... Toggl Track is the industry leader for a reason." (Qwen 3.7 Flash, paraphrase prompt, first choice)
- "I'd recommend Toggl Track as the top choice for employee time tracking software" (Grok 4.1 Fast, paraphrase prompt, first choice)
- "For most mid-sized B2B companies, I'd pick Toggl Track first" (GPT-5.4 mini, paraphrase prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.