| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| B2B credit management | Receivables and billing | 0% | 28 of 82 | 25% | 8 | under 10 labels · led by Tesorio at 16% |
| 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 | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“trusted platforms like Credit Karma or Experian” Gemini 3.5 Flash · B2B credit management · negative prompt · first choice
“strong bureau/data layer rather than end-to-end credit workflow automation” Perplexity Sonar · B2B credit management · comparative prompt · alternative
“US-focused with payment trends & stability ratings (IntelliScore)” Grok 4.1 Fast · B2B credit management · paraphrase 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.
“High CFPB complaints (e.g., 8K+ each against Experian, Equifax, TransUnion) for unwanted enrollments, hard-to-cancel subscriptions, hidden fees” Grok 4.1 Fast · B2B credit management · negative prompt · soft negative
“Hidden costs ... Unnecessary charges for info you can get free.” DeepSeek V4 Flash · B2B credit management · negative 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 13 of the 19 answers that named Experian and are not a share of its labels.
Sixty-one of the sixty-one domain citations in answers naming Experian 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 Experian'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 Experian, 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 experian.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.