# Contractor payments for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "contractor payments and 1099 platform" and as "freelancer payout software", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/finance/spend/contractor-payments/enterprise

**Standing:** Tipalti leads with 47% of first choices; verdict clear leader. 58 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Tipalti](https://www.gane.ai/index/finance/vendors/tipalti/index.md) | 47% | 4% | 56 |
| 2 | [Deel](https://www.gane.ai/index/finance/vendors/deel/index.md) | 9% | 18% | 60 |
| 3 | [Worksuite](https://www.gane.ai/index/finance/vendors/worksuite/index.md) | 9% | 0% | 24 |
| 4 | [Rippling](https://www.gane.ai/index/finance/vendors/rippling/index.md) | 7% | 12% | 33 |
| 5 | [WorkMarket](https://www.gane.ai/index/finance/vendors/workmarket/index.md) | 7% | 11% | 18 |
| 6 | [Wingspan](https://www.gane.ai/index/finance/vendors/wingspan/index.md) | 7% | 15% | 13 |
| 9 | [Papaya Global](https://www.gane.ai/index/finance/vendors/papaya-global/index.md) | 2% | 0% | 31 |
| 10 | [Remote](https://www.gane.ai/index/finance/vendors/remote/index.md) | 2% | 4% | 28 |
| 11 | [Routable](https://www.gane.ai/index/finance/vendors/routable/index.md) | 2% | 0% | 10 |
| 13 | [Gusto](https://www.gane.ai/index/finance/vendors/gusto/index.md) | 2% | 63% | 27 |
| 15 | [Payoneer Workforce Management](https://www.gane.ai/index/finance/vendors/payoneer-workforce-management/index.md) | 0% | 35% | 20 |
| 74 | [Wise Business](https://www.gane.ai/index/finance/vendors/wise-business/index.md) | 0% | 57% | 14 |

Rank is by share of first choices among all 78 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: Routable, Tipalti; alternatives Papaya Global, Worksuite
- GPT-5.4 mini: WorkMarket; alternatives Deel, Tipalti
- Gemini 3.5 Flash: Tipalti; alternatives Deel, Rippling, WorkMarket, Worksuite
- Perplexity Sonar: Tipalti; alternatives Deel, Remote, Routable, Worksuite
- Grok 4.20: Tipalti; alternatives Deel, Rippling, Wingspan
- Mistral Small: Deel, Rippling; alternatives Worksuite
- DeepSeek V4 Flash: Tipalti; alternatives Deel, Rippling, Routable
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Tipalti; alternatives BILL, Deel, Papaya Global, Rippling
- Kimi K2: Tipalti; alternatives Deel
- GLM 4.7 FlashX: Tipalti; alternatives Deel, Papaya Global, Remote
- MiniMax M2.5: Deel, Remote, Tipalti; alternatives Rippling
- GPT-6 Luna: WorkMarket; alternatives Deel, Tipalti
- Muse Glimmer 30B: Tipalti; alternatives Deel, Papaya Global, Routable

## Sources the answers cite

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

- worksuite.com: 33 answers, 42 citations
- contractor-of-record.com: 30 answers, 46 citations
- wingspan.app: 30 answers, 40 citations
- tipalti.com: 28 answers, 56 citations
- g2.com: 28 answers, 34 citations
- gane.ai/index: 24 answers, 27 citations
- deel.com: 21 answers, 30 citations
- remote.com: 19 answers, 25 citations

Pages named in the most answers:

- https://worksuite.com/resources/insights/best-contractor-payment-software (29 answers)
- https://g2.com/categories/contractor-payments (24 answers)
- https://wingspan.app/articles/best-contractor-payroll-services (22 answers)
- https://gane.ai/index/finance/spend/contractor-payments/enterprise (20 answers)
- https://contractor-of-record.com/software/contractor-payouts (19 answers)
- https://contractor-of-record.com/software/contractor-management (16 answers)
- https://toolradar.com/guides/best-contractor-payment-platforms (14 answers)
- https://fabric.so/comparison/best-contractor-payment-tool (13 answers)
- https://learn.g2.com/best-contractor-payment-software (13 answers)
- https://remote.com/blog/payroll/best-contractor-payment-tools (12 answers)

## Warned against

- Deel: 11 of 60 labels negative. "Platforms to Avoid for Your Use Case | Deel | $49/contractor/month — scales poorly to thousands" (Kimi K2, budget prompt)
- Gusto: 17 of 27 labels negative. "you should avoid standard SMB payroll providers (like Gusto or basic QuickBooks plans)" (Qwen 3.7 Flash, budget prompt)
- PayPal MassPay: 7 of 8 labels negative. "Why to avoid: ... using them as an enterprise contractor platform creates severe risk exposure." (Gemini 3.5 Flash, negative prompt)
- QuickBooks Contractor Payments: 6 of 6 labels negative. "Platforms to Avoid for Your Use Case | QuickBooks Contractor Payments | Per-contractor add-on fees" (Kimi K2, budget prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Tipalti at 47%.

- Tipalti: 25% to 47%, +22. Cleared the floor by 12 points · rank 1 of 78, unchanged.
- Deel: 18% to 9%, −9. Inside the floor by 1 point · rank 2 of 78, unchanged.
- Worksuite: 14% to 9%, −5. Inside the floor by 5 points · rank 3 of 78, unchanged.
- WorkMarket: 12% to 7%, −5. Inside the floor by 5 points · rank 4 → 5 of 78.
- Rippling: 4% to 7%, +3. Inside the floor by 7 points · rank 6 → 4 of 78.
- Papaya Global: 0% to 2%, +2. Inside the floor by 8 points · rank 15 → 9 of 78.
- Remote: 4% to 2%, −2. Inside the floor by 8 points · rank 7 → 10 of 78.
- Routable: 4% to 2%, −2. Inside the floor by 8 points · rank 8 → 11 of 78.
- Gusto: 0% to 2%, +2. Inside the floor by 8 points · rank 64 → 13 of 78.
- BILL: 2% to 0%, −2. Inside the floor by 8 points · rank 10 → 38 of 78.
- Wingspan: 7% to 7%, ±0. Inside the floor by 10 points · rank 5 → 6 of 78.
- Payoneer Workforce Management: 0% to 0%, ±0. Inside the floor by 10 points · rank 66 → 15 of 78.

## Record

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