StackAdapt vs LinkedIn Sponsored Content
Twelve of fourteen models named StackAdapt first on the direct prompt; two named LinkedIn Sponsored Content. StackAdapt was named by fourteen of the fourteen models and LinkedIn Sponsored Content by eleven and StackAdapt carries 41 labels and LinkedIn Sponsored Content 19, so the shares are not directly comparable.
Named in eight categories this edition.
By LinkedIn, Sunnyvale, United States, founded 2002. 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.
By framing
StackAdaptFirst choices, of fourteen modelsLinkedIn Sponsored Content
Every model, every framing
| 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 | | | | |
StackAdapt LinkedIn Sponsored Content first choice named as an alternative argued againstblank: not namedEach cell is one answer, StackAdapt on the left and LinkedIn Sponsored Content on the right.The direct prompt
StackAdapt first, LinkedIn Sponsored Content an alternative
12 of 14 modelsLinkedIn Sponsored Content was named in the answer but not as the choice, or not at all.LinkedIn Sponsored Content first, StackAdapt not the choice
2 of 14 modelsStackAdapt was named in the answer but not as the choice, or not at all.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.
By buyer segment
LinkedIn Sponsored Content21%#3 of 8StackAdapt12%#4 of 8StackAdapt41%#1 of 9LinkedIn Sponsored Content10%#4 of 9LinkedIn Sponsored Content20%#1 of 10StackAdapt18%#2 of 10What the models said about StackAdapt
No label in this category carried a quote.
What the models said about LinkedIn Sponsored Content
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Start with LinkedIn Sponsored Content for your primary native ads effort since it offers the best B2B targeting and highest intent.” MiniMax M2.5 · paraphrase prompt · first choice
“StackAdapt and LinkedIn Sponsored Content are often the top recommendations” Mistral Small · paraphrase prompt · first choice
“I'd start with LinkedIn Sponsored Content... use LinkedIn as the main B2B channel” GPT-6 Luna · paraphrase 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.