# Mobile apps: what AI models recommend, September 2026

Gane 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://www.gane.ai/index/gtm/marketing/mobile-apps/2026-09

This is the permanent record of the September 2026 Edition, published September 15, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md

**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

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Meta Advantage+ App Campaigns](https://www.gane.ai/index/gtm/vendors/meta-advantage-app-campaigns/index.md) | 15% | 8% | 26 |
| 2 | [Customer.io](https://www.gane.ai/index/gtm/vendors/customer-io/index.md) | 15% | 0% | 12 |
| 3 | [CleverTap](https://www.gane.ai/index/gtm/vendors/clevertap/index.md) | 11% | 9% | 23 |
| 4 | [OneSignal](https://www.gane.ai/index/gtm/vendors/onesignal/index.md) | 9% | 3% | 35 |
| 5 | [Google App Campaigns](https://www.gane.ai/index/gtm/vendors/google-app-campaigns/index.md) | 9% | 0% | 19 |
| 6 | [Braze](https://www.gane.ai/index/gtm/vendors/braze/index.md) | 9% | 24% | 34 |
| 7 | [AppsFlyer](https://www.gane.ai/index/gtm/vendors/appsflyer/index.md) | 7% | 3% | 36 |
| 8 | [MoEngage](https://www.gane.ai/index/gtm/vendors/moengage/index.md) | 7% | 12% | 17 |
| 9 | [Firebase](https://www.gane.ai/index/gtm/vendors/firebase/index.md) | 4% | 0% | 10 |
| 11 | [Branch](https://www.gane.ai/index/gtm/vendors/branch/index.md) | 2% | 3% | 29 |
| 16 | [Adjust](https://www.gane.ai/index/gtm/vendors/adjust/index.md) | 0% | 3% | 33 |
| 17 | [Apple Search Ads](https://www.gane.ai/index/gtm/vendors/apple-search-ads/index.md) | 0% | 0% | 16 |

Rank is by share of first choices among all 127 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: 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 4.20: 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 Marketing Hub
- 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: 11 answers, 15 citations
- businessofapps.com: 10 answers, 13 citations
- gartner.com: 5 answers, 6 citations
- remarkably-different.com: 5 answers, 6 citations
- insiderone.com: 5 answers, 5 citations
- appsflyer.com: 4 answers, 4 citations
- moburst.com: 4 answers, 4 citations
- splitmetrics.com: 4 answers, 4 citations

Pages named in the most answers:

- https://guideflow.com/blog/best-mobile-marketing-software (7 answers)
- https://gartner.com/reviews/market/mobile-marketing-platforms (5 answers)
- https://businessofapps.com/marketplace/app-marketing (4 answers)
- https://guideflow.com/blog/mobile-engagement-software (4 answers)
- https://insiderone.com/mobile-marketing-software (4 answers)
- https://adlibrary.com/posts/best-mobile-advertising-apps (3 answers)
- https://businessofapps.com/marketplace/app-engagement (3 answers)
- https://businessofapps.com/marketplace/marketing-automation (3 answers)
- https://didoo.ai/blog/15-best-mkt-apps-for-global-smes-affordable-growth-engines (3 answers)
- https://gitnux.org/best/mobile-app-marketing-software (3 answers)

## Warned against

- AppLovin: 9 of 17 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://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, September 2026 Edition, www.gane.ai/index/gtm.