One of fourteen models named Upfluence first on the direct prompt; two named Traackr. Upfluence was named by fourteen of the fourteen models and Traackr by twelve and Upfluence carries 34 labels and Traackr 30, so the shares are not directly comparable.
Named in two 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.
Across every category in the October 2026 Edition, Upfluence and Traackr were named in the same answer fifty-one times, of the 88 answers naming Upfluence and the 100 naming Traackr. In those answers Traackr took the first choice eight 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 4.1 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 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
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.