One of fourteen models named Upfluence first on the direct prompt; zero named Traackr. Upfluence was named by fourteen of the fourteen models and Traackr by thirteen and Upfluence carries 44 labels and Traackr 38, so the shares are not directly comparable.
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.
Across every category in the November 2026 Edition, Upfluence and Traackr were named in the same answer seventy times, of the 119 answers naming Upfluence and the 121 naming Traackr. In those answers Traackr took the first choice two times and Upfluence two.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“with Traackr and Ainfluencer being mentioned as platforms to avoid” Llama 4 Maverick · negative prompt · hard negative
“evaluate closely against your budget and expected usage; it is frequently characterized as one of the more expensive options” Perplexity Sonar · negative prompt · soft negative
“Noted as one of the most expensive influencer marketing platforms on the market, which may not justify its cost” Mistral Small · negative prompt · soft negative
“CreatorIQ or Traackr: Best for enterprise-level brand safety, large-scale relationship management, and complex global workflows.” Gemini 3.5 Flash · scale prompt · first choice
“large global brands focused on standardized measurement choose CreatorIQ/Traackr” Muse Glimmer 30B · comparative prompt · first choice
“prioritize platforms like CreatorIQ, Traackr, Later Influence, or GRIN” GLM 4.7 FlashX · 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.