Zero of fourteen models named Shopify Collabs first on the direct prompt; one named Upfluence. Shopify Collabs was named by eleven of the fourteen models and Upfluence by fourteen and Shopify Collabs carries 15 labels and Upfluence 34, so the shares are not directly comparable.
By Shopify, Ottawa, Canada, founded 2006. Named in three categories this edition.
Named in two 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Four of four in this category shown.
“Limited to Shopify ecosystem, basic discovery.” Grok 4.1 Fast · comparative prompt · soft negative
“the best choice is usually Afluencer or Shopify Collabs, depending on whether you already sell on Shopify” Perplexity Sonar · budget prompt · first choice
“For a company with a limited budget, Shopify Collabs is my default pick—if you sell through Shopify.” GPT-6 Luna · budget prompt · first choice
“start with Ainfluencer (completely free) or Shopify Collabs (if you use Shopify)” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Be very cautious: Upfluence (poor ROI, data quality issues)” DeepSeek V4 Flash · negative prompt · hard negative
“a 12-month annual contract "nearly impossible to escape"” Muse Glimmer 30B · negative prompt · hard negative
“such as Grin and Upfluence—are designed for enterprise-level companies... cautionary tales ... about their billing practices” Gemini 3.5 Flash · negative prompt · soft negative
“The creator and influencer management tool that I would recommend to a mid-sized B2B company is Upfluence.” Llama 4 Maverick · paraphrase prompt · first choice
“Start with Modash or Upfluence for self-service discovery and campaign management” Kimi K2 · direct prompt · first choice
“prioritize GRIN, Upfluence, CreatorIQ for your size” Grok 4.1 Fast · scale 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.