# Rippling vs Benefitfocus: which do AI models recommend for benefits administration, September 2026

HR AI Recommendation Index, September 2026 Edition, Benefits administration. Four of twelve models named Rippling first on the direct prompt; zero named Benefitfocus. Page: https://hr-ai-index.com/core/benefits-administration/rippling-vs-benefitfocus/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rippling | 20% | #3 of 14 | 7% | 43 | 11 of 12 |
| Benefitfocus | 2% | #8 of 14 | 13% | 23 | 10 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: rippling first (first choices: Rippling) (alternatives: ADP Workforce Now, Justworks, Paylocity)
- Gemini 3.5 Flash: rippling first (first choices: Rippling) (alternatives: ADP Workforce Now, Employee Navigator, PlanSource)
- Perplexity Sonar: rippling first (first choices: PlanSource, Rippling) (alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity)
- Mistral Small: rippling first (first choices: Rippling) (alternatives: ADP Workforce Now, Employee Navigator, Paycor, PlanSource)
- Grok 4.1 Fast: neither first, one named (first choices: ADP Workforce Now) (alternatives: Paycor, Rippling)
- DeepSeek V4 Flash: neither first, one named (first choices: PlanSource) (alternatives: ADP Workforce Now, Employee Navigator, Paycor, Rippling)
- Llama 4 Maverick: neither first, one named (first choices: PlanSource) (alternatives: Employee Navigator, Paycor, Rippling)
- Kimi K2: neither first, one named (first choices: PlanSource) (alternatives: Employee Navigator, Rippling)
- GLM 4.7 FlashX: neither first, one named (first choices: PlanSource) (alternatives: ADP Workforce Now, Benefitfocus, Businessolver, Ease, Employee Navigator, Paycor, Paylocity, Rippling, bswift)
- MiniMax M2.5: neither first, one named (first choices: Namely) (alternatives: ADP, Gusto, Justworks, Rippling, Workday HCM)
- Claude Haiku 4.5: neither named (alternatives: ADP Workforce Now, Namely, Paycor, Paylocity, PlanSource)
- Qwen 3.7 Flash: neither named (first choices: PlanSource) (alternatives: Employee Navigator, Namely, Paycor, Paylocity, UKG Pro)

## What the models said about Benefitfocus

- ""Worst support EVER" – very poor responsiveness after open enrollment" (GLM 4.7 FlashX, negative prompt, hard negative)
- "Avoid for Support-Reliant Organizations" (DeepSeek V4 Flash, negative prompt, hard negative)
- "## Top Recommendation: Benefitfocus" (GLM 4.7 FlashX, paraphrase prompt, first choice)
- "You want a carrier‑grade, self‑service portal for employees | Benefitfocus" (GLM 4.7 FlashX, direct prompt, alternative)
- "Excels in employee experience and engagement, with strong plan navigation tools." (MiniMax M2.5, comparative prompt, alternative)

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.