# Payroll software for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "payroll software" and as "payroll provider", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/core/payroll-software/2026-11/enterprise

**Standing:** ADP (tied with ADP Workforce Now) leads with 26% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ADP](https://www.gane.ai/index/hr/vendors/adp/index.md) | 26% | 9% | 35 |
| 2 | [ADP Workforce Now](https://www.gane.ai/index/hr/vendors/adp-workforce-now/index.md) | 26% | 6% | 34 |
| 3 | [Workday](https://www.gane.ai/index/hr/vendors/workday/index.md) | 19% | 2% | 62 |
| 4 | [Dayforce](https://www.gane.ai/index/hr/vendors/dayforce/index.md) | 6% | 4% | 53 |
| 5 | [Paycom](https://www.gane.ai/index/hr/vendors/paycom/index.md) | 6% | 11% | 35 |
| 7 | [UKG Pro](https://www.gane.ai/index/hr/vendors/ukg-pro/index.md) | 2% | 4% | 47 |
| 8 | [SAP SuccessFactors Employee Central Payroll](https://www.gane.ai/index/hr/vendors/sap-successfactors-employee-central-payroll/index.md) | 2% | 3% | 32 |
| 9 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 24% | 42 |
| 14 | [Oracle Fusion Cloud HCM](https://www.gane.ai/index/hr/vendors/oracle-fusion-cloud-hcm/index.md) | 0% | 0% | 16 |
| 15 | [Papaya Global](https://www.gane.ai/index/hr/vendors/papaya-global/index.md) | 0% | 10% | 21 |
| 16 | [Deel](https://www.gane.ai/index/hr/vendors/deel/index.md) | 0% | 20% | 20 |
| 17 | [Paylocity](https://www.gane.ai/index/hr/vendors/paylocity/index.md) | 0% | 32% | 19 |

Rank is by share of first choices among all 63 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: ADP; alternatives Dayforce, Paylocity, Rippling, UKG Pro
- GPT-5.4 mini: ADP; alternatives Dayforce, Oracle Payroll, UKG Pro / UKG Ready, Workday
- Gemini 3.5 Flash: Workday; alternatives ADP, Dayforce, Deel, Rippling
- Perplexity Sonar: ADP; alternatives Dayforce, Deel, Paycom, SAP SuccessFactors Employee Central Payroll
- Grok 4.20: ADP; alternatives Papaya Global, Paycom
- Mistral Small: ADP RUN, Paycom; alternatives Oyster HR, Papaya Global
- DeepSeek V4 Flash: Workday; alternatives ADP Workforce Now, Dayforce, Paycom, Rippling
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: ADP Workforce Now, Dayforce; alternatives Deel, Oracle Fusion Cloud HCM, Oyster, Papaya Global
- Kimi K2: ADP Workforce Now, Workday; alternatives Dayforce, Oracle Fusion Cloud HCM, UKG Pro
- GLM 4.7 FlashX: ADP; alternatives Dayforce, Oracle PeopleSoft, Papaya Global, Paycom
- MiniMax M2.5: ADP, Paycom; alternatives Oyster HR, Papaya Global
- GPT-6 Luna: ADP; alternatives Oracle Payroll, SAP SuccessFactors Employee Central Payroll, UKG Pro, Workday
- Muse Glimmer 30B: Workday; alternatives ADP Workforce Now, Dayforce, Paycom, UKG Pro

## Sources the answers cite

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

- paycom.com: 47 answers, 78 citations
- techrepublic.com: 33 answers, 42 citations
- adp.com: 25 answers, 38 citations
- finstackk.com: 22 answers, 22 citations
- selectsoftwarereviews.com: 20 answers, 21 citations
- capterra.com: 19 answers, 24 citations
- hr.software: 19 answers, 21 citations
- rippling.com: 14 answers, 21 citations

Pages named in the most answers:

- https://paycom.com/resources/blog/best-enterprise-payroll-for-large-businesses (32 answers)
- https://paycom.com/resources/blog/best-enterprise-payroll-software (24 answers)
- https://finstackk.com/articles/best-enterprise-payroll-software (22 answers)
- https://techrepublic.com/article/enterprise-payroll-software (19 answers)
- https://techrepublic.com/article/best-payroll-software (17 answers)
- https://selectsoftwarereviews.com/buyer-guide/enterprise-payroll-software (16 answers)
- https://solutionsreview.com/business-process-management/the-best-payroll-software-providers-for-5000-employees (14 answers)
- https://adp.com/resources/articles-and-insights/articles/t/the-best-payroll-software-providers-for-large-businesses.aspx (13 answers)
- https://bolto.com/blog/payroll-software-for-large-companies-buyers-guide (11 answers)
- https://zdnet.com/article/best-payroll-services (10 answers)

## Warned against

- Gusto: 17 of 19 labels negative. "Not ideal for large enterprises with complex global HR needs" ... "May feel limiting if you need enterprise-level scalability and controls." (Muse Glimmer 30B, negative prompt)
- QuickBooks Payroll: 11 of 11 labels negative. "Enterprise teams needing multi-entity, multi-country compliance, high-volume processing windows and deep HR/finance integrations typically outgrow an accounting-first payroll model." (Muse Glimmer 30B, negative prompt)
- Paychex Flex: 9 of 16 labels negative. "Poor Trustpilot rating (1.8/5 stars from 873 reviews) ... Frequent payroll and billing errors, poor tax compliance support" (MiniMax M2.5, negative prompt)
- Rippling: 10 of 42 labels negative. "Avoid pure PEPM SaaS models (like Rippling or standard UKG Pro tiers) if your headcount fluctuates or grows significantly" (Kimi K2, budget prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: ADP at 26%.

- ADP Workforce Now: 13% to 26%, +13. Cleared the floor by 0 points · rank 3 → 2 of 63.
- Paylocity: 6% to 0%, −6. Inside the floor by 7 points · rank 4 → 17 of 63.
- ADP: 31% to 26%, −5. Inside the floor by 8 points · rank 1 of 63, unchanged.
- Workday: 16% to 19%, +3. Inside the floor by 10 points · rank 2 → 3 of 63.
- Paycom: 3% to 6%, +3. Inside the floor by 10 points · rank 8 → 5 of 63.
- Rippling: 5% to 2%, −3. Inside the floor by 10 points · rank 6 → 9 of 63.
- Deel: 3% to 0%, −3. Inside the floor by 10 points · rank 7 → 16 of 63.
- Paychex Flex: 3% to 0%, −3. Inside the floor by 10 points · rank 10 → 61 of 63.
- SAP SuccessFactors Employee Central Payroll: 0% to 2%, +2. Inside the floor by 11 points · rank 18 → 8 of 63.
- Papaya Global: 2% to 0%, −2. Inside the floor by 11 points · rank 12 → 15 of 63.
- Dayforce: 5% to 6%, +1. Inside the floor by 12 points · rank 5 → 4 of 63.
- UKG Pro: 2% to 2%, ±0. Inside the floor by 13 points · rank 11 → 7 of 63.

## 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.