# Wingspan vs Remote: which do AI models recommend for contractor payments, October 2026

Finance AI Recommendation Index, October 2026 Edition, Contractor payments. Zero of fourteen models named Wingspan first on the direct prompt; zero named Remote. Page: https://finance-ai-index.com/spend/contractor-payments/wingspan-vs-remote/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Wingspan | 6% | #6 of 13 | 0% | 15 | 9 of 14 |
| Remote | 2% | #8 of 13 | 4% | 26 | 14 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: neither first, one named (first choices: Tipalti) (alternatives: Gusto, Remote, Wingspan, Worksuite)
- Gemini 3.5 Flash: neither first, one named (first choices: Worksuite) (alternatives: Deel, Rippling, Tipalti, Wingspan)
- GLM 4.7 FlashX: neither first, one named (first choices: Deel) (alternatives: 1099Online, Gusto, Remote, Rippling, Tipalti)
- MiniMax M2.5: neither first, one named (first choices: Deel, Papaya Global) (alternatives: BILL, Remote, Rippling)
- Muse Glimmer 30B: neither first, one named (first choices: Tipalti) (alternatives: Deel, Gusto, Trolley, Wingspan)
- GPT-5.4 mini: neither named (first choices: Tipalti) (alternatives: BILL, Deel, Rippling)
- Perplexity Sonar: neither named (first choices: Deel) (alternatives: BILL, Tipalti)
- Grok 4.1 Fast: neither named (first choices: Rippling) (alternatives: Deel, Gusto)
- Mistral Small: neither named (first choices: Deel, Tipalti) (alternatives: BILL)
- DeepSeek V4 Flash: neither named (first choices: Tipalti) (alternatives: BILL, Rippling)
- Llama 4 Maverick: neither named (first choices: Gusto) (alternatives: Deel, Tipalti)
- Qwen 3.7 Flash: neither named (first choices: Rippling, Tipalti) (alternatives: BILL, Deel, Gusto)
- Kimi K2: neither named (first choices: Tipalti) (alternatives: BILL, Gusto, Rippling, Routable)
- GPT-6 Luna: neither named (first choices: BILL) (alternatives: Gusto, Tipalti)

## What the models said about Wingspan

- "or Wingspan if your focus is specifically on contractor management with strong ERP integrations. Both offer the scalability mid-sized companies need" (MiniMax M2.5, paraphrase prompt, first choice)
- "Wingspan is the most purpose-built fit" (Muse Glimmer 30B, paraphrase prompt, first choice)
- "Top Pick: Wingspan" (Kimi K2, paraphrase prompt, first choice)

## What the models said about Remote

- "Chronic poor customer support (Gusto, Deel Payroll, Remote)" (GLM 4.7 FlashX, negative prompt, hard negative)
- "my default recommendation would be Remote or Tipalti... If your company is primarily paying freelancers/contractors, I'd start with Remote." (GPT-5.4 mini, paraphrase prompt, first choice)
- "For global contractor management: Remote (lowest cost) or Deel (most features)" (Kimi K2, comparative prompt, first choice)
- "Deel and Remote are strongest for international contractor management" (Perplexity Sonar, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.
