Upwork is a freelance marketplace where businesses hire freelancers and professionals find work · upwork.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
SimpleVMS is first at 28%.
Worksome is first at 15%.
SAP Fieldglass is first at 36%.
“Upwork: Best all-around marketplace for hiring freelancers across many functions.”GPT-5.4 mini · Comparative question · first choice
“Start with Upwork for versatility or Toptal for top-tier needs.”Grok 4.20 · Comparative question · first choice
“Choose Upwork for flexible, ongoing freelance hiring.”GPT-6 Luna · Comparative question · first choice
“Best when discovering and hiring marketplace talent is more important than maintaining a private, multi-source contractor program”Perplexity Sonar · Paraphrase question · alternative
“Avoid using this as your sole management tool if you need strict governance and spend control.”GLM 4.7 FlashX · Negative question · warning
“Even established sites like Upwork have pitfalls: Scams... High fees (e.g., Upwork's 10% flat or connects system that costs money to bid)”Grok 4.20 · Negative question · warning
“Open bidding platforms such as Upwork and Freelancer.com: You may spend time—or, depending on the platform, money—competing for work”GPT-6 Luna · Negative question · warning
“open enrollment means seller quality varies widely, reviews may be unreliable, and clients must do more of the vetting themselves”Perplexity Sonar · Negative question · warning
The products named in the same answers as Upwork, over the 168 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 125 | 0 | View → | |
| 64 | 7 | View → | |
| 58 | 0 | View → | |
| 43 | 11 | View → | |
| 37 | 11 | View → | |
| 37 | 6 | View → | |
| 36 | 10 | View → | |
| 28 | 5 | View → | |
| 22 | 9 | View → | |
| 22 | 0 | View → |
What the models named instead of Upwork →
A side-by-side page exists where both products are among a category's top eight.
Stated on Upwork's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 143 of the 168 answers that named Upwork and are not a share of its labels.
232 of the 301 domain citations in answers naming Upwork came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 1 | 1 | 5 |
| Perplexity Sonar | 0 | 2 | 0 | 1 | 3 |
| Grok 4.20 | 1 | 2 | 1 | 4 | 8 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 3 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 0 | 2 | 0 | 4 | 6 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 2 | 4 |
| MiniMax M2.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-6 Luna | 1 | 1 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 1 | 1 | 2 | 4 |