| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Influencer platforms | Marketing | 2% | 11 of 79 | 31% | 32 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 3 | 0 | 2 | 5 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 3 | 5 |
| Llama 4 Maverick | 1 | 1 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 1 | 3 |
| Kimi K2 | 0 | 2 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 1 | 3 |
Verbatim evidence the judge attached to positive labels.
“include GRIN, Upfluence, and CreatorIQ for comprehensive, AI-driven campaign management” Llama 4 Maverick · Influencer · comparative prompt · first choice
“All-in-one mid-market/DTC | GRIN, Aspire, Upfluence | ... sweet spot for your size” DeepSeek V4 Flash · Influencer · scale prompt · first choice
“Runner-up: If your B2B company has strong ecommerce components, Upfluence would be an excellent second choice.” Mistral Small · Influencer · paraphrase prompt · alternative
“Brands wanting robust AI-powered discovery across multiple social platforms simultaneously.” Qwen 3.7 Flash · Influencer · scale 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.
“What to avoid: ... Upfluence ... too expensive or not optimized for B2B LinkedIn-focused campaigns” MiniMax M2.5 · Influencer · paraphrase prompt · hard negative
“Aspire, Upfluence, CreatorIQ \u2014 typically $2,000+ per month with annual contracts” DeepSeek V4 Flash · Influencer · budget prompt · hard negative
“1. Upfluence ⚠️ HIGH CAUTION Major Issues: - Predatory contract practices” Kimi K2 · Influencer · negative prompt · hard negative
“Standard DTC tools like Upfluence or GRIN are often ill-suited for B2B” Qwen 3.7 Flash · Influencer · paraphrase 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 12 of the 80 answers that named Upfluence and are not a share of its labels.
Thirty-eight of the forty-four domain citations in answers naming Upfluence 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 Upfluence'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 Upfluence, 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 upfluence.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.