| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Native and content advertising | Marketing | 14% | 3 of 72 | 23% | 70 | accepted challenger |
| Video advertising | Marketing | 0% | 41 of 121 | 0% | 3 | under 10 labels · led by StackAdapt at 24% |
| Programmatic and display advertising | Marketing | 0% | 93 of 96 | 100% | 2 | under 10 labels · led by StackAdapt at 61% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 2 | 1 | 5 |
| GPT-5.4 mini | 2 | 1 | 1 | 1 | 5 |
| Gemini 3.5 Flash | 1 | 2 | 2 | 2 | 7 |
| Perplexity Sonar | 2 | 3 | 1 | 2 | 8 |
| Grok 4.1 Fast | 1 | 1 | 2 | 3 | 7 |
| Mistral Small | 1 | 3 | 1 | 2 | 7 |
| DeepSeek V4 Flash | 0 | 4 | 2 | 3 | 9 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 3 | 1 | 6 |
| Kimi K2 | 1 | 3 | 0 | 2 | 6 |
| GLM 4.7 FlashX | 0 | 0 | 5 | 1 | 6 |
| MiniMax M2.5 | 0 | 3 | 4 | 0 | 7 |
Verbatim evidence the judge attached to positive labels.
“I'd recommend starting with Outbrain Engage for both native advertising and content recommendation widgets” Mistral Small · Native ads · paraphrase prompt · first choice
“If I had to pick one default recommendation for B2B, I’d lean Outbrain for lead-gen/content-driven campaigns” GPT-5.4 mini · Native ads · paraphrase prompt · first choice
“Teads offers a cleaner, more brand-safe user experience. It provides a full-funnel approach” Gemini 3.5 Flash · Native ads · comparative prompt · first choice
“If native is your *only* channel, test Outbrain or Taboola for content discovery.” Kimi K2 · Native ads · scale prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Platforms to Avoid on a Tight Budget: Outbrain... Running ads with less than this often yields poor results.” Gemini 3.5 Flash · Native ads · budget prompt · hard negative
“Avoid Taboola, Outbrain (now Teads), StackAdapt, and other premium platforms” DeepSeek V4 Flash · Native ads · budget prompt · hard negative
“Avoid premium platforms (Taboola, Outbrain) until you validate ROAS” Grok 4.1 Fast · Native ads · budget prompt · hard negative
“Avoid if brand safety is key; whitelist aggressively if testing.” Grok 4.1 Fast · Native ads · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 37 of the 185 answers that named Teads and are not a share of its labels.
128 of the 128 domain citations in answers naming Teads came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Teads's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Teads, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at teads.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.