Eight of fourteen models named LinkedIn Sponsored Content first on the direct prompt; zero named Teads. LinkedIn Sponsored Content was named by thirteen of the fourteen models and Teads by fourteen and LinkedIn Sponsored Content carries 26 labels and Teads 75, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.
By Q28872999, New York City, United States, founded 2005. 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.
Across every category in the November 2026 Edition, LinkedIn Sponsored Content and Teads were named in the same answer seventy-four times, of the 80 answers naming LinkedIn Sponsored Content and the 227 naming Teads. In those answers Teads took the first choice four times and LinkedIn Sponsored Content forty.
| 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. Five of six in this category shown.
“though LinkedIn Sponsored Content is more social than native web” Grok 4.20 · paraphrase prompt · soft negative
“Offer native-like formats ... but are more closed ecosystems.” Grok 4.20 · comparative prompt · soft negative
“For most mid-market B2B companies, LinkedIn Sponsored Content is the foundational platform for direct response and lead generation.” MiniMax M2.5 · direct prompt · first choice
“LinkedIn Sponsored Content (part of LinkedIn Ads) is generally the best native advertising platform for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“Start with LinkedIn Sponsored Content – It's the safest bet for mid-market B2B to get high-quality leads with precise targeting.” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Taboola and Outbrain - Content Recommendation Widgets ... repeatedly called out for low-intent, curiosity-driven traffic and poor transparency” Muse Glimmer 30B · negative prompt · hard negative
“Platforms to Avoid on a Tight Budget - Taboola/Outbrain managed accounts: Often require $3,000–$5,000+/month minimums” Kimi K2 · budget prompt · hard negative
“Platforms to Avoid (or approach carefully) with a Small Budget ... Outbrain: Generally requires a minimum of $600 per month” Qwen 3.7 Flash · budget prompt · hard negative
“Taboola and Outbrain dominate the content recommendation space with massive reach and premium publisher networks” GLM 4.7 FlashX · comparative prompt · first choice
“Outbrain is often preferred by premium publishers and offers advanced AI-driven personalization and higher CTRs” Mistral Small · comparative prompt · first choice
“For Advertisers (Tier 1 / Brand Safe): Taboola, Outbrain, Nativo, TripleLift, Yahoo Native, NewsBreak” Gemini 3.5 Flash · negative 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.