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Native and content advertising · November 2026 Edition

LinkedIn Sponsored Content vs Teads

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.

LinkedIn Sponsored Content

accepted challenger

By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.

Teads

criticized challenger

By Q28872999, New York City, United States, founded 2005. Named in five categories this edition.

First-choice share23%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%36%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 10; printed, not drawn.
Labels2675A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, LinkedIn Sponsored Content reading right to left. Rank and label count are printed, not drawn.StackAdapt was named alongside these two in twelve of the fourteen direct answers. StackAdapt vs LinkedIn Sponsored Content · StackAdapt vs Teads · LinkedIn Sponsored Content vs MGID

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LinkedIn Sponsored ContentFirst choices, of fourteen modelsTeads
Direct802 against Teads
Paraphrase301 against LinkedIn Sponsored Content · 7 against Teads
Comparative071 against LinkedIn Sponsored Content
Budget-constrained008 against Teads
Scale-constrained01
Negative029 against Teads
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where LinkedIn Sponsored Content and Teads stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
LinkedIn Sponsored Content Teads first choice named as an alternative argued againstblank: not namedEach cell is one answer, LinkedIn Sponsored Content on the left and Teads on the right.

The direct prompt

The plain question, one answer per model, grouped by where LinkedIn Sponsored Content and Teads stood in it.

LinkedIn Sponsored Content first, Teads an alternative

8 of 14 modelsTeads was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5LinkedIn Sponsored Content alternatives: Forbes BrandVoice, Harvard Business Review, LinkedIn articles, Quora Ads, Taboola, Teads
Gemini 3.5 FlashLinkedIn Sponsored Content alternatives: Dianomi, StackAdapt, Taboola, Teads
Perplexity SonarLinkedIn Sponsored Content alternatives: AdRoll ABM, StackAdapt
Grok 4.20LinkedIn Sponsored Content alternatives: StackAdapt, Taboola, Teads
Mistral SmallLinkedIn Sponsored Content alternatives: StackAdapt, Teads, The Trade Desk
GLM 4.7 FlashXLinkedIn Sponsored Content alternatives: Influ2, StackAdapt, Taboola, Teads
MiniMax M2.5LinkedIn Sponsored Content alternatives: Google Demand Gen, Taboola, Teads
GPT-6 LunaLinkedIn Sponsored Content alternatives: StackAdapt

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniStackAdapt alternatives: AdRoll ABM, LinkedIn Sponsored Content
DeepSeek V4 FlashStackAdapt alternatives: LinkedIn Sponsored Content, Teads
Qwen 3.7 FlashStackAdapt alternatives: LinkedIn Sponsored Content
Kimi K2StackAdapt alternatives: LinkedIn Sponsored Content, MGID, Revcontent
Muse Glimmer 30BStackAdapt alternatives: AdRoll, LinkedIn Sponsored Content, MGID, Revcontent, Taboola, Teads

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
Llama 4 MaverickStackAdapt alternatives: AdRoll, HubSpot

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
LinkedIn Sponsored Content leads by thirty-five points.
LinkedIn Sponsored Content35%#1 of 9
Teads0%#9 of 9
The full small business standing →
Mid-marketThe figures above
LinkedIn Sponsored Content leads by twenty-one points.
LinkedIn Sponsored Content23%#2 of 10
Teads2%#6 of 10
The full mid-market standing →
Enterprise
LinkedIn Sponsored Content leads by twenty-two points.
LinkedIn Sponsored Content29%#2 of 10
Teads6%#4 of 10
The full enterprise standing →

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. 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

What the models said about Teads

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
Also compared

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.