# StackAdapt vs Taboola: which do AI models recommend for native ads, September 2026

GTM AI Recommendation Index, September 2026 Edition, Native and content advertising. Seven of twelve models named StackAdapt first on the direct prompt; zero named Taboola. Page: https://gtm-ai-index.com/marketing/native-and-content-advertising/stackadapt-vs-taboola/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| StackAdapt | 23% | #1 of 8 | 5% | 40 | 12 of 12 |
| Taboola | 11% | #5 of 8 | 36% | 59 | 12 of 12 |

## The direct prompt, model by model

- Gemini 3.5 Flash: stackadapt first (first choices: StackAdapt) (alternatives: AdRoll ABM, Dianomi, LinkedIn Sponsored Content, Taboola, Teads)
- Perplexity Sonar: stackadapt first (first choices: StackAdapt) (alternatives: LinkedIn Ads/Campaign Manager, MGID, Nativo, Revcontent, Taboola, Teads)
- Mistral Small: stackadapt first (first choices: StackAdapt) (alternatives: MGID, Revcontent, Teads)
- DeepSeek V4 Flash: stackadapt first (first choices: StackAdapt) (alternatives: MGID, Revcontent, Taboola, Teads)
- Kimi K2: stackadapt first (first choices: StackAdapt) (alternatives: AdRoll ABM, Revcontent, Teads)
- GLM 4.7 FlashX: stackadapt first (first choices: StackAdapt) (alternatives: AdRoll ABM, Revcontent)
- MiniMax M2.5: stackadapt first (first choices: StackAdapt) (alternatives: AdRoll ABM, MGID, Revcontent)
- Claude Haiku 4.5: neither first, one named (first choices: Teads) (alternatives: AdRoll ABM, Demandbase, StackAdapt, ZoomInfo)
- GPT-5.4 mini: neither first, one named (first choices: LinkedIn Sponsored Content) (alternatives: StackAdapt, Taboola, Teads)
- Grok 4.1 Fast: neither first, one named (first choices: Revcontent) (alternatives: MGID, StackAdapt, Taboola)
- Qwen 3.7 Flash: neither first, one named (first choices: Revcontent) (alternatives: Nativo, StackAdapt, Teads)
- Llama 4 Maverick: neither named (first choices: Abmatic AI) (alternatives: AdRoll ABM, Revcontent)

## What the models said about StackAdapt

- "Avoid Taboola, Outbrain (now Teads), StackAdapt, and other premium platforms" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Avoid platforms like StackAdapt (~$2,500+/month) initially" (MiniMax M2.5, budget prompt, hard negative)

## What the models said about Taboola

- "Many advertisers report 100% bot traffic with 100% bounce rates ... Rating: 2.7/5 on Trustpilot (rated "Poor")" (GLM 4.7 FlashX, negative prompt, hard negative)
- "Avoid premium platforms (Taboola, Outbrain) until you validate ROAS" (Grok 4.1 Fast, budget prompt, hard negative)
- "Outbrain and Taboola are the largest players, but evaluate whether their audience matches your target (they skew more consumer/publisher-focused)" (Claude Haiku 4.5, paraphrase prompt, soft negative)
- "Reach: 1.4 billion unique users/month across 10,000+ premium publishers - Strength: Largest content discovery platform by recommendation volume" (Mistral Small, comparative prompt, first choice)
- "Taboola is the largest independent content discovery engine on the web... Unmatched Scale: Taboola offers massive reach" (Gemini 3.5 Flash, comparative prompt, first choice)
- "Taboola and Outbrain are the most widely used... Taboola is the biggest of all the native advertising platforms" (Claude Haiku 4.5, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.