| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI accounting assistants | Accounting and close | 0% | 78 of 79 | 100% | 10 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 2 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 2 | 2 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
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.
“public, non-enterprise AI chatbots should never be used to run your books or research complex tax regulations” Gemini 3.5 Flash · AI accounting assistants · negative prompt · hard negative
“Avoid: Uploading client financial data directly into ChatGPT, Claude, or other general-purpose AI tools” Kimi K2 · AI accounting assistants · negative prompt · hard negative
“free/public versions of ChatGPT, Claude, or Gemini ... not designed for sensitive accounting data handling” Perplexity Sonar · AI accounting assistants · negative prompt · hard negative
“Free versions of ChatGPT, Claude, Gemini, Grok, etc.” GLM 4.7 FlashX · AI accounting assistants · 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 23 of the 29 answers that named Claude and are not a share of its labels.
Ninety of the ninety domain citations in answers naming Claude 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 Claude'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 Claude, 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 claude.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.