Zero of fourteen models named GRIN first on the direct prompt; zero named Shopify Collabs. GRIN was named by fourteen of the fourteen models and Shopify Collabs by eleven and GRIN carries 43 labels and Shopify Collabs 15, so the shares are not directly comparable.
Named in one category this edition.
By Shopify, Ottawa, Canada, founded 2006. 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.
| 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. Six of eight in this category shown.
“"Grin creator discovery feature was removed from the platform without any prior notice."” Muse Glimmer 30B · negative prompt · hard negative
“Grin may be a big financial commitment if you're a new business, and the platform may feel overwhelming if you're beginning influencer marketing” Claude Haiku 4.5 · negative prompt · soft negative
“you want to avoid expensive, enterprise-level SaaS tools (like GRIN, Aspire, or Traackr), which often require four-figure monthly fees” Gemini 3.5 Flash · budget prompt · soft negative
“GRIN is often recommended as the best creator and influencer management tool” Mistral Small · paraphrase prompt · first choice
“If you are a fast-growing DTC brand ... choose GRIN (for large budgets)” Gemini 3.5 Flash · comparative prompt · first choice
“I would recommend GRIN or Favikon, depending on your primary focus.” Qwen 3.7 Flash · paraphrase prompt · first choice
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
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.