# Mobile apps: what AI models recommend, September 2026

GTM AI Recommendation Index, September 2026 Edition. Asked as "mobile app marketing platform" and as "mobile app engagement and growth tool", six framings each, to twelve models with search on, on behalf of a mid-market B2B company. Page: https://gtm-ai-index.com/marketing/mobile-apps/

**Standing:** Meta Advantage+ App Campaigns (tied with Customer.io) leads with 15% of first choices; verdict contested. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Meta Advantage+ App Campaigns | 15% | 10% | 20 |
| 2 | Customer.io | 15% | 0% | 12 |
| 3 | CleverTap | 11% | 9% | 23 |
| 4 | OneSignal | 9% | 3% | 35 |
| 5 | Google App Campaigns | 9% | 0% | 17 |
| 6 | Braze | 9% | 24% | 34 |
| 7 | AppsFlyer | 7% | 3% | 36 |
| 8 | MoEngage | 7% | 12% | 17 |
| 9 | Branch | 2% | 4% | 28 |
| 10 | Adjust | 0% | 3% | 33 |
| 11 | Apple Search Ads | 0% | 0% | 16 |
| 12 | Singular | 0% | 0% | 19 |

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

- Claude Haiku 4.5: no first choice; alternatives Acoustic, Braze, Customer.io, MoEngage
- GPT-5.4 mini: Braze; alternatives CleverTap, Iterable, OneSignal
- Gemini 3.5 Flash: Customer.io; alternatives Appcues, AppsFlyer, Branch, MoEngage
- Perplexity Sonar: HubSpot Marketing Hub, MoEngage; alternatives Braze, Customer.io
- Grok 4.1 Fast: AppsFlyer; alternatives Adjust, Branch, Singular
- Mistral Small: Braze, CleverTap; alternatives Adobe Marketo Engage, AppsFlyer, Firebase, Insider
- DeepSeek V4 Flash: OneSignal; alternatives Customer.io, MoEngage
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Customer.io; alternatives Braze, HubSpot
- Kimi K2: HubSpot Marketing Hub; alternatives 6sense Revenue AI, Airship, Braze, OneSignal
- GLM 4.7 FlashX: AppsFlyer; alternatives Adjust, Branch, Braze
- MiniMax M2.5: OneSignal; alternatives Acoustic, Google Ads

## Sources the answers cite

21 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- guideflow.com: 8 answers, 11 citations
- businessofapps.com: 7 answers, 8 citations
- gartner.com: 5 answers, 6 citations
- remarkably-different.com: 5 answers, 6 citations
- insiderone.com: 4 answers, 4 citations
- moburst.com: 4 answers, 4 citations
- braze.com: 3 answers, 7 citations
- f6s.com: 3 answers, 4 citations

Pages named in the most answers:

- https://gartner.com/reviews/market/mobile-marketing-platforms (5 answers)
- https://guideflow.com/blog/best-mobile-marketing-software (5 answers)
- https://insiderone.com/mobile-marketing-software (4 answers)
- https://adlibrary.com/posts/best-mobile-advertising-apps (3 answers)
- https://businessofapps.com/marketplace/app-marketing (3 answers)
- https://gitnux.org/best/mobile-app-marketing-software (3 answers)
- https://guideflow.com/blog/mobile-engagement-software (3 answers)
- https://indiemedia.club/tools/best-mobile-advertising-platform (3 answers)
- https://learn.g2.com/best-mobile-marketing-software (3 answers)
- https://moburst.com/blog/best-mobile-marketing-tools-for-app-success (3 answers)

## Warned against

- AppLovin: 9 of 16 labels negative. "What to Avoid on a Budget - Programmatic DSPs (AppLovin, IronSource, Unity Ads) - require $10K+/month minimum" (Mistral Small, budget prompt)
- Braze: 8 of 34 labels negative. "Skip platforms like Braze, Adjust (Enterprise tier), or CleverTap unless you have significant revenue." (Qwen 3.7 Flash, budget prompt)
- Liftoff: 4 of 9 labels negative. "Avoid complex Demand-Side Platforms (DSPs) like AppLovin or Liftoff, which require high spend ($15k+/month)" (Qwen 3.7 Flash, budget prompt)
- Iterable: 3 of 11 labels negative. "Airship, Iterable — also enterprise-oriented, opaque quote pricing" (DeepSeek V4 Flash, direct prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.