| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Business bill pay | Treasury and cash | 0% | 69 of 69 | 47% | 19 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 1 | 2 |
| MiniMax M2.5 | 1 | 0 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“For personal use: Doxo is the most comprehensive free option” MiniMax M2.5 · Business bill pay · comparative prompt · first choice
“Doxo enables users to pay over 120,000 household billers from a single dashboard” Claude Haiku 4.5 · Business bill pay · comparative prompt · alternative
“Switch to Doxo for niche/rent/medical bills” Grok 4.1 Fast · Business bill pay · comparative prompt · alternative
“Best for: All-in-one bill management” Kimi K2 · Business bill pay · comparative 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.
“Doxo: This online bill payment firm will pay $2.1 million to settle Federal Trade Commission allegations that it used misleading search ads to impersonate consumers' billers” Claude Haiku 4.5 · Business bill pay · negative prompt · hard negative
“consumer complaints and utility warnings have specifically called out Doxo as something some billers tell customers not to use for their bills” Perplexity Sonar · Business bill pay · negative prompt · hard negative
“FTC sued in 2024 for misleading search ads impersonating utilities ... Avoid Google searches—go directly to your biller's site.” Grok 4.1 Fast · Business bill pay · negative prompt · hard negative
“Platforms to Avoid: High Fees & Predatory Practices ... Doxo has faced significant legal and regulatory scrutiny.” Qwen 3.7 Flash · Business bill pay · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 19 of the 20 answers that named Doxo and are not a share of its labels.
Seventy-nine of the seventy-nine domain citations in answers naming Doxo 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 Doxo'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 Doxo, 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 doxo.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.