| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Contractor payments | Spend and procurement | 5% | 7 of 83 | 11% | 37 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 5 | 0 | 0 | 5 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 1 | 5 | 0 | 0 | 6 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 1 | 3 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 1 | 5 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Request demos from Gusto (mixed W-2/1099), Rippling (HR-integrated), Remote/Deel (global), OnPay (simple payroll).” Grok 4.1 Fast · Contractor payments · scale prompt · first choice
“Bill.com or Gusto are the leading choices” Kimi K2 · Contractor payments · direct prompt · first choice
“Choose Gusto if you operate in the U.S. and simply need an easy, affordable way to pay a mix of local 1099 contractors” Gemini 3.5 Flash · Contractor payments · comparative prompt · alternative
“platforms like Gusto, Deel, Remote, Rippling, and ADP RUN appear near the top of recent category lists” GPT-5.4 mini · Contractor payments · negative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Gusto/QuickBooks are fine for small businesses but get strained at mid-market contractor scale.” DeepSeek V4 Flash · Contractor payments · direct prompt · soft negative
“They lack the sophisticated bulk processing and deep ERP integration found in Tipalti or Routable.” Qwen 3.7 Flash · Contractor payments · direct prompt · soft negative
“Gusto is widely considered the best user experience, but it costs more.” GLM 4.7 FlashX · Contractor payments · budget prompt · soft negative
“small-business tools (like basic Gusto or QuickBooks) cannot handle” Gemini 3.5 Flash · Contractor payments · direct prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 93 of the 107 answers that named Gusto and are not a share of its labels.
380 of the 421 domain citations in answers naming Gusto came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Gusto's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Gusto, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at gusto.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.