# Global payroll and employer of record for enterprise buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "employer of record" and as "global 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/global-payroll-and-employer-of-record/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/hr/core/global-payroll-and-employer-of-record/enterprise/index.md

**Standing:** G-P leads with 23% 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 | [G-P](https://www.gane.ai/index/hr/vendors/g-p/index.md) | 23% | 11% | 36 |
| 2 | [Papaya Global](https://www.gane.ai/index/hr/vendors/papaya-global/index.md) | 15% | 14% | 51 |
| 3 | [ADP](https://www.gane.ai/index/hr/vendors/adp/index.md) | 11% | 7% | 15 |
| 4 | [ADP GlobalView Payroll](https://www.gane.ai/index/hr/vendors/adp-globalview-payroll/index.md) | 11% | 18% | 11 |
| 5 | [Deel](https://www.gane.ai/index/hr/vendors/deel/index.md) | 9% | 15% | 52 |
| 6 | [Remote](https://www.gane.ai/index/hr/vendors/remote/index.md) | 8% | 10% | 41 |
| 8 | [Rippling](https://www.gane.ai/index/hr/vendors/rippling/index.md) | 2% | 13% | 38 |
| 9 | [Safeguard Global](https://www.gane.ai/index/hr/vendors/safeguard-global/index.md) | 2% | 0% | 12 |
| 10 | [Velocity Global](https://www.gane.ai/index/hr/vendors/velocity-global/index.md) | 2% | 9% | 11 |
| 11 | [Multiplier](https://www.gane.ai/index/hr/vendors/multiplier/index.md) | 2% | 27% | 11 |
| 18 | [Dayforce](https://www.gane.ai/index/hr/vendors/dayforce/index.md) | 0% | 0% | 12 |
| 21 | [Atlas HXM](https://www.gane.ai/index/hr/vendors/atlas-hxm/index.md) | 0% | 20% | 10 |

Rank is by share of first choices among all 47 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: G-P, Papaya Global; alternatives Rippling, Velocity Global
- GPT-5.4 mini: G-P; alternatives Deel, Remote, Rippling
- Gemini 3.5 Flash: Remote; alternatives Deel, Papaya Global, Rippling
- Perplexity Sonar: G-P; alternatives Deel, Rippling
- Grok 4.20: Papaya Global; alternatives Deel, G-P, Remote, Rippling
- Mistral Small: no first choice
- DeepSeek V4 Flash: Deel; alternatives G-P, Papaya Global, Rippling, Velocity Global
- Llama 4 Maverick: G-P, Papaya Global, Rippling, Velocity Global
- Qwen 3.7 Flash: G-P; alternatives Deel, Oyster, Papaya Global, Remote
- Kimi K2: G-P, Papaya Global; alternatives Deel, Safeguard Global
- GLM 4.7 FlashX: G-P; alternatives Deel, Papaya Global, Rippling, Safeguard Global
- MiniMax M2.5: no first choice; alternatives Alcor, Atlas HXM, Deel, G‑P
- GPT-6 Luna: G-P; alternatives Deel, Safeguard Global
- Muse Glimmer 30B: Globalization Partners - G-P; alternatives Atlas HXM, Papaya Global, Remote

## Sources the answers cite

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

- deel.com: 35 answers, 52 citations
- alcor.com: 28 answers, 37 citations
- teamed.global: 27 answers, 53 citations
- remote.com: 27 answers, 29 citations
- gartner.com: 25 answers, 29 citations
- wisemonk.io: 25 answers, 29 citations
- pin.com: 23 answers, 25 citations
- hr.software: 20 answers, 32 citations

Pages named in the most answers:

- https://remote.com/blog/payroll/best-global-payroll-providers (23 answers)
- https://gartner.com/reviews/market/employer-of-record-eor (21 answers)
- https://pin.com/blog/best-eor-providers (21 answers)
- https://tech.co/hr-software/best-employer-of-record-services (14 answers)
- https://playroll.com/blog/best-employer-of-record-services (13 answers)
- https://alcor.com/best-eor-providers (12 answers)
- https://eco.com/support/en/articles/16402404-best-global-payroll-software-2026 (10 answers)
- https://employsome.com/employer-of-record/best-eor (10 answers)
- https://wisemonk.io/blogs/best-eor-companies (10 answers)
- https://darwinbox.com/blog/10-best-payroll-management-software-systems-enterprises (9 answers)

## Warned against

- Deel: 8 of 52 labels negative. "Deel | Cautious / Avoid | Recurring payroll delays, system errors, support delays, funding-freeze issues, and ongoing legal/PR controversies." (GLM 4.7 FlashX, negative prompt)
- Papaya Global: 7 of 51 labels negative. "The platform relies on third-party partners in many regions, which can lead to limited control, inconsistent service quality, and delays in compliance handling." (Claude Haiku 4.5, negative prompt)
- Oyster: 6 of 18 labels negative. "Some users report inconsistent support responsiveness and limited configurability for high-complexity workflows" (Mistral Small, negative prompt)
- Remote: 4 of 41 labels negative. "Remote.com | Cautious / Avoid | Documented service decline, termination-policy changes, slow support, high fees, and FX markups" (GLM 4.7 FlashX, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: Remote (19%) to G-P (21%). Margin 12 points, within noise.

- Papaya Global: 7% to 17%, +10. Inside the floor by 3 points · rank 6 → 2 of 45.
- Remote: 19% to 9%, −10. Inside the floor by 3 points · rank 1 → 6 of 45.
- G-P: 16% to 21%, +5. Inside the floor by 8 points · rank 3 → 1 of 45.
- Deel: 16% to 11%, −5. Inside the floor by 8 points · rank 2 → 3 of 45.
- Velocity Global: 7% to 2%, −5. Inside the floor by 8 points · rank 7 → 10 of 45.
- ADP GlobalView Payroll: 14% to 11%, −3. Inside the floor by 10 points · rank 4 → 5 of 45.
- Rippling: 0% to 2%, +2. Inside the floor by 11 points · rank 12 → 8 of 45.
- Multiplier: 0% to 2%, +2. Inside the floor by 11 points · rank 17 → 11 of 45.
- Atlas HXM: 2% to 0%, −2. Inside the floor by 11 points · rank 8 → 19 of 45.
- ADP: 12% to 11%, −1. Inside the floor by 12 points · rank 5 → 4 of 45.
- Dayforce: 0% to 0%, ±0. Inside the floor by 13 points · rank 16 of 45, unchanged.
- Oyster: 0% to 0%, ±0. Inside the floor by 13 points · rank 38 → 25 of 45.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/hr.