Zero of fourteen models named Shopify Collabs first on the direct prompt; one named Upfluence. Shopify Collabs was named by thirteen of the fourteen models and Upfluence by fourteen and Shopify Collabs carries 18 labels and Upfluence 44, so the shares are not directly comparable.
By Shopify, Ottawa, Canada, founded 2006. Named in two categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the influencer platforms page.
Across every category in the November 2026 Edition, Shopify Collabs and Upfluence were named in the same answer twenty-four times, of the 74 answers naming Shopify Collabs and the 119 naming Upfluence. In those answers Upfluence took the first choice two times and Shopify Collabs five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“the best starting point is Shopify Collabs (if you're on Shopify) or Ainfluencer” GLM 4.7 FlashX · budget prompt · first choice
“If you're a Shopify merchant, Shopify Collabs is likely the best fit.” Mistral Small · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid for Mid-Market B2B ... more B2C-oriented; up to 5-6x the cost” DeepSeek V4 Flash · direct prompt · hard negative
“Avoid Upfluence at all costs – this company is effectively a scam.” Muse Glimmer 30B · negative prompt · hard negative
“Enterprise platforms like Upfluence, Grin, CreatorIQ, Traackr, or Aspire ... often start at hundreds per month—better for bigger budgets.” Grok 4.20 · budget prompt · soft negative
“KALO IQ and Upfluence are the best choices due to their affordability, ease of use, and strong B2B features” Mistral Small · direct prompt · first choice
“For Serious Campaigns: AspireIQ, Upfluence, or Influencity (known for robust databases and analytics).” MiniMax M2.5 · negative prompt · first choice
“I recommend Upfluence as the top creator and influencer management tool.” Grok 4.20 · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.