| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Supplier management | Spend and procurement | 4% | 6 of 80 | 14% | 7 | under 10 labels · led by Procurify at 26% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 0 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 1 | 1 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| 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.
“or Graphite Connect if it's primarily a supplier-data/compliance workflow problem” GPT-5.4 mini · Supplier management · paraphrase prompt · first choice
“Best Overall for Fast, Fraud-Resistant Onboarding & Data Verification” Gemini 3.5 Flash · Supplier management · paraphrase prompt · first choice
“if security, verification, and compliance are the main requirements for onboarding vendors” Perplexity Sonar · Supplier management · paraphrase prompt · alternative
“Best for Rapid Onboarding & Secure Supplier Data: Graphite Connect” Gemini 3.5 Flash · Supplier management · direct 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.
“Niche or lightly reviewed products such as Graphite Connect ... because lower review counts can mean less evidence of how they hold up at scale.” GPT-5.4 mini · Supplier 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 5 of the 10 answers that named Graphite Connect and are not a share of its labels.
Eighteen of the eighteen domain citations in answers naming Graphite Connect 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 Graphite Connect'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 Graphite Connect, 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 graphiteconnect.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.