# Native and content advertising for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "native advertising platform" and as "content recommendation and native ads network", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/marketing/native-and-content-advertising/2026-11/enterprise

**Standing:** StackAdapt (tied with LinkedIn Sponsored Content) leads with 29% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [StackAdapt](https://www.gane.ai/index/gtm/vendors/stackadapt/index.md) | 29% | 0% | 48 |
| 2 | [LinkedIn Sponsored Content](https://www.gane.ai/index/gtm/vendors/linkedin-sponsored-content/index.md) | 29% | 0% | 25 |
| 3 | [Taboola](https://www.gane.ai/index/gtm/vendors/taboola/index.md) | 16% | 29% | 66 |
| 4 | [Teads](https://www.gane.ai/index/gtm/vendors/teads/index.md) | 6% | 26% | 70 |
| 8 | [Nativo](https://www.gane.ai/index/gtm/vendors/nativo/index.md) | 2% | 11% | 38 |
| 9 | [Sharethrough](https://www.gane.ai/index/gtm/vendors/sharethrough/index.md) | 2% | 0% | 23 |
| 10 | [The Trade Desk](https://www.gane.ai/index/gtm/vendors/the-trade-desk/index.md) | 2% | 5% | 19 |
| 11 | [TripleLift](https://www.gane.ai/index/gtm/vendors/triplelift/index.md) | 0% | 5% | 21 |
| 70 | [MGID](https://www.gane.ai/index/gtm/vendors/mgid/index.md) | 0% | 48% | 23 |
| 71 | [Revcontent](https://www.gane.ai/index/gtm/vendors/revcontent/index.md) | 0% | 48% | 25 |

Rank is by share of first choices among all 71 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: StackAdapt; alternatives MGID, Teads
- GPT-5.4 mini: LinkedIn Sponsored Content; alternatives MGID, Taboola
- Gemini 3.5 Flash: LinkedIn Sponsored Content; alternatives Demandbase, StackAdapt
- Perplexity Sonar: LinkedIn Sponsored Content; alternatives 6sense, Demandbase, Dianomi, StackAdapt
- Grok 4.20: LinkedIn Sponsored Content; alternatives StackAdapt, Taboola, Teads
- Mistral Small: StackAdapt, The Trade Desk; alternatives Sharethrough, Teads
- DeepSeek V4 Flash: LinkedIn Sponsored Content; alternatives Nativo, Sharethrough, StackAdapt, Taboola
- Llama 4 Maverick: StackAdapt
- Qwen 3.7 Flash: Nativo, StackAdapt; alternatives Taboola, Teads
- Kimi K2: LinkedIn Sponsored Content; alternatives Nativo, StackAdapt
- GLM 4.7 FlashX: LinkedIn Sponsored Content; alternatives Demandbase, Sharethrough, StackAdapt
- MiniMax M2.5: LinkedIn Sponsored Content; alternatives 6sense, Taboola, Teads, The Trade Desk
- GPT-6 Luna: StackAdapt; alternatives LinkedIn Sponsored Content
- Muse Glimmer 30B: LinkedIn Sponsored Content; alternatives Sharethrough, StackAdapt, Taboola, Teads

## Sources the answers cite

73 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 36 answers, 61 citations
- gane.ai/index: 29 answers, 31 citations
- guideflow.com: 26 answers, 26 citations
- aidigital.com: 21 answers, 22 citations
- smartyads.com: 19 answers, 20 citations
- madgicx.com: 17 answers, 18 citations
- stackadapt.com: 14 answers, 29 citations
- linkedin.com: 14 answers, 21 citations

Pages named in the most answers:

- https://gane.ai/index/gtm/marketing/native-and-content-advertising/enterprise (25 answers)
- https://guideflow.com/blog/native-advertising-software (24 answers)
- https://smartyads.com/blog/best-native-advertising-platforms (17 answers)
- https://g2.com/categories/native-advertising/enterprise (16 answers)
- https://aidigital.com/blog/native-advertising-platforms (15 answers)
- https://madgicx.com/blog/ad-tech-platform-for-native-advertising (15 answers)
- https://richads.com/blog/best-native-ad-platforms (13 answers)
- https://benchmarkgrid.com/best-native-ad-networks-for-publishers (12 answers)
- https://g2.com/categories/native-advertising (12 answers)
- https://g2.com/discussions/what-native-advertising-platforms-work-best-for-a-b2b-saas-company-trying-to-generate-quality-leads-through-content-style-ads-rather-than-banner-display (12 answers)

## Warned against

- Taboola: 19 of 66 labels negative. "Large enterprises should generally be cautious about—or outright avoid—open native advertising networks like Taboola, MGID, Revcontent" (Grok 4.20, negative prompt)
- Teads: 18 of 70 labels negative. "Outbrain shares Taboola's legacy challenges... Use with heavy guardrails (or avoid): Taboola, Revcontent, and legacy Outbrain placements" (Kimi K2, negative prompt)
- MGID: 11 of 23 labels negative. "Platforms Enterprise Brands Should Avoid ... MGID: Known for low cost-per-click (CPC) rates, but heavily reliance on low-tier publisher networks" (Gemini 3.5 Flash, negative prompt)
- Revcontent: 12 of 25 labels negative. "Another platform with a high percentage of negative labels, associated with lower-quality placements and potential brand safety risks." (Mistral Small, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: LinkedIn Sponsored Content (20%) to StackAdapt (29%). Margin 0 points, within noise.

- StackAdapt: 18% to 29%, +11. Inside the floor by 0 points · rank 2 → 1 of 71.
- Nativo: 12% to 2%, −10. Inside the floor by 1 point · rank 4 → 8 of 71.
- LinkedIn Sponsored Content: 20% to 29%, +9. Inside the floor by 2 points · rank 1 → 2 of 71.
- Teads: 8% to 6%, −2. Inside the floor by 9 points · rank 5 → 4 of 71.
- Sharethrough: 0% to 2%, +2. Inside the floor by 9 points · rank 20 → 9 of 71.
- MGID: 2% to 0%, −2. Inside the floor by 9 points · rank 18 → 70 of 71.
- Revcontent: 2% to 0%, −2. Inside the floor by 9 points · rank 17 → 71 of 71.
- Taboola: 16% to 16%, ±0. Inside the floor by 11 points · rank 3 of 71, unchanged.
- The Trade Desk: 2% to 2%, ±0. Inside the floor by 11 points · rank 6 → 10 of 71.
- TripleLift: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 11 of 71.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.