Twelve of fourteen models named StackAdapt first on the direct prompt; zero named Sharethrough. StackAdapt was named by fourteen of the fourteen models and Sharethrough by ten and StackAdapt carries 41 labels and Sharethrough 15, so the shares are not directly comparable.
Named in eight 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 native and content advertising page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | SH | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | SH | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | SH | |||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | SH | |||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“prioritize platforms like StackAdapt (omnichannel) or Sharethrough (brand-safe in-feed) per recent analyses” Grok 4.1 Fast · scale prompt · first choice
“Leverage TripleLift or Sharethrough to dynamically transform standard assets into native formats” Gemini 3.5 Flash · comparative prompt · alternative
“If your goal is premium brand perception and engagement, consider Sharethrough or Nativo.” Qwen 3.7 Flash · comparative prompt · alternative
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.