LinkedIn Sponsored Content vs Taboola
Two of fourteen models named LinkedIn Sponsored Content first on the direct prompt; zero named Taboola. LinkedIn Sponsored Content was named by eleven of the fourteen models and Taboola by fourteen and LinkedIn Sponsored Content carries 19 labels and Taboola 61, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.
New York City, United States, founded 2007. Named in five 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 native and content advertising page.
By framing
LinkedIn Sponsored ContentFirst choices, of fourteen modelsTaboola
Across every category in the October 2026 Edition, LinkedIn Sponsored Content and Taboola were named in the same answer forty-four times, of the 60 answers naming LinkedIn Sponsored Content and the 186 naming Taboola. In those answers Taboola took the first choice five times and LinkedIn Sponsored Content eighteen.
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 | | | | |
LinkedIn Sponsored Content Taboola first choice named as an alternative argued againstblank: not namedEach cell is one answer, LinkedIn Sponsored Content on the left and Taboola on the right.The direct prompt
LinkedIn Sponsored Content first, Taboola not the choice
2 of 14 modelsTaboola was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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 8Taboola6%#5 of 8LinkedIn Sponsored Content10%#4 of 9Taboola4%#6 of 9LinkedIn Sponsored Content20%#1 of 10Taboola16%#3 of 10What 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
What the models said about Taboola
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid the "big two" (Taboola/Outbrain)” Kimi K2 · budget prompt · hard negative
“Taboola served 61.1% of all problematic native ads analyzed ... While Taboola is safe for massive brands with strict compliance teams, if you are a smaller advertiser, you risk your brand” GLM 4.7 FlashX · negative prompt · soft negative
“"Best all-round reach: Taboola, through its Realize platform—450 billion recommendations a month, and the deepest, most liquid auction on the open web."” Muse Glimmer 30B · comparative prompt · first choice
“Best for: Massive reach, brand awareness, large-scale campaigns ... Deepest liquidity in the open web, massive scale” Kimi K2 · comparative prompt · first choice
“The undisputed leader in sheer volume and liquidity... If your goal is volume, start with Taboola or Teads.” Qwen 3.7 Flash · comparative 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.