Zero of fourteen models named Shopify Collabs first on the direct prompt; two named Traackr. Shopify Collabs was named by eleven of the fourteen models and Traackr by twelve and Shopify Collabs carries 15 labels and Traackr 30, so the shares are not directly comparable.
By Shopify, Ottawa, Canada, founded 2006. Named in three categories this edition.
Named in one category 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 eight in this category shown.
“Why to avoid: One of the most expensive influencer marketing platforms on the market” GLM 4.7 FlashX · negative prompt · hard negative
“inaccurate location data (seen in some G2 reviews for platforms like Traackr or Upfluence, though they're not outright "avoid")” Grok 4.1 Fast · negative prompt · soft negative
“platforms with limited discovery capabilities, such as Traackr, may not be ideal for brands” Llama 4 Maverick · negative prompt · soft negative
“I'd recommend Traackr as the best overall creator/influencer management tool” Perplexity Sonar · paraphrase prompt · first choice
“the best overall influencer‑marketing platform is Traackr” GLM 4.7 FlashX · direct prompt · first choice
“Top Pick for Most Mid-Market B2B: Traackr” Grok 4.1 Fast · direct 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.