# Mobile apps: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "mobile app marketing platform" and as "mobile app engagement and growth tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/gtm/marketing/mobile-apps

**Standing:** Customer.io leads with 13% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Customer.io](https://www.gane.ai/index/gtm/vendors/customer-io/index.md) | 13% | 0% | 17 |
| 2 | [Braze](https://www.gane.ai/index/gtm/vendors/braze/index.md) | 12% | 24% | 46 |
| 3 | [Apple Search Ads](https://www.gane.ai/index/gtm/vendors/apple-search-ads/index.md) | 10% | 0% | 22 |
| 4 | [Meta Advantage+ App Campaigns](https://www.gane.ai/index/gtm/vendors/meta-advantage-app-campaigns/index.md) | 10% | 12% | 24 |
| 5 | [CleverTap](https://www.gane.ai/index/gtm/vendors/clevertap/index.md) | 8% | 8% | 37 |
| 6 | [AppsFlyer](https://www.gane.ai/index/gtm/vendors/appsflyer/index.md) | 8% | 14% | 43 |
| 7 | [OneSignal](https://www.gane.ai/index/gtm/vendors/onesignal/index.md) | 6% | 6% | 35 |
| 8 | [MoEngage](https://www.gane.ai/index/gtm/vendors/moengage/index.md) | 4% | 12% | 16 |
| 12 | [Adjust](https://www.gane.ai/index/gtm/vendors/adjust/index.md) | 2% | 9% | 33 |
| 13 | [Google Ads](https://www.gane.ai/index/gtm/vendors/google-ads/index.md) | 2% | 0% | 11 |
| 14 | [Google App Campaigns](https://www.gane.ai/index/gtm/vendors/google-app-campaigns/index.md) | 2% | 17% | 12 |
| 22 | [Branch](https://www.gane.ai/index/gtm/vendors/branch/index.md) | 0% | 0% | 23 |

Rank is by share of first choices among all 151 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: Insider; alternatives Braze, CleverTap
- GPT-5.4 mini: Braze; alternatives Airship, CleverTap, Customer.io
- Gemini 3.5 Flash: Customer.io; alternatives AppsFlyer, Branch, Pendo Mobile
- Perplexity Sonar: Customer.io; alternatives HubSpot Marketing Hub
- Grok 4.20: CleverTap; alternatives AppsFlyer, Braze, Customer.io, Google Display & Video 360
- Mistral Small: Customer.io; alternatives Braze, CleverTap
- DeepSeek V4 Flash: CleverTap; alternatives Adjust, Branch, Braze, Insider
- Llama 4 Maverick: Customer.io; alternatives ActiveCampaign, HubSpot Marketing Hub, Meta Advantage+ App Campaigns
- Qwen 3.7 Flash: OneSignal; alternatives AppsFlyer, Braze
- Kimi K2: Customer.io; alternatives CleverTap
- GLM 4.7 FlashX: AppsFlyer, Braze; alternatives CleverTap, Customer.io, MobileAction
- MiniMax M2.5: Braze; alternatives Insider, MoEngage
- GPT-6 Luna: Customer.io; alternatives Braze, OneSignal
- Muse Glimmer 30B: Adjust, CleverTap, MoEngage; alternatives Branch, Braze, Insider, OneSignal

## 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: 22 answers, 33 citations
- learn.g2.com: 18 answers, 18 citations
- guideflow.com: 17 answers, 22 citations
- mobileappdaily.com: 17 answers, 17 citations
- appsflyer.com: 15 answers, 23 citations
- businessofapps.com: 13 answers, 15 citations
- gane.ai/index: 13 answers, 15 citations
- f6s.com: 12 answers, 16 citations

Pages named in the most answers:

- https://learn.g2.com/best-mobile-marketing-software (17 answers)
- https://mobileappdaily.com/products/best-mobile-marketing-software (17 answers)
- https://smartyads.com/blog/best-dsps-for-mobile-app-advertising (10 answers)
- https://guideflow.com/blog/mobile-engagement-software (9 answers)
- https://moosend.com/blog/best-tools-for-mobile-app-growth (9 answers)
- https://arshsingh.com/blog/mobile-app-marketing-platforms (8 answers)
- https://dotcominfoway.com/blog/top-10-mobile-app-marketing-tools (8 answers)
- https://gane.ai/index/gtm/marketing/mobile-apps (8 answers)
- https://f6s.com/software/category/mobile-app-marketing (7 answers)
- https://featuredcustomers.com/software/mobile-app-engagement-software (6 answers)

## Warned against

- Braze: 11 of 46 labels negative. "Avoid Braze unless you have a clear need for its advanced capabilities *and* a budget to match—it's often overkill and overpriced" (Kimi K2, direct prompt)
- AppsFlyer: 6 of 43 labels negative. "avoid purchasing enterprise-level Mobile Measurement Partners (MMPs) like AppsFlyer or Adjust immediately" (Qwen 3.7 Flash, budget prompt)
- CleverTap: 3 of 37 labels negative. "best for businesses with dedicated data integration expertise, as it can be complex for smaller operations" (MiniMax M2.5, comparative prompt)
- Meta Advantage+ App Campaigns: 3 of 24 labels negative. "Established ad platforms—including Google, Meta, TikTok, and others—when reporting is opaque or results look too good." (GPT-6 Luna, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Customer.io at 13%.

- CleverTap: 14% to 8%, −6. Inside the floor by 5 points · rank 2 → 5 of 151.
- AppsFlyer: 2% to 8%, +6. Inside the floor by 5 points · rank 12 → 6 of 151.
- Apple Search Ads: 5% to 10%, +5. Inside the floor by 6 points · rank 6 → 3 of 151.
- Meta Advantage+ App Campaigns: 5% to 10%, +5. Inside the floor by 6 points · rank 8 → 4 of 151.
- Google App Campaigns: 7% to 2%, −5. Inside the floor by 6 points · rank 5 → 14 of 151.
- Customer.io: 17% to 13%, −4. Inside the floor by 7 points · rank 1 of 151, unchanged.
- Braze: 9% to 12%, +3. Inside the floor by 8 points · rank 3 → 2 of 151.
- Iterable: 5% to 2%, −3. Inside the floor by 8 points · rank 7 → 16 of 151.
- Google Ads: 0% to 2%, +2. Inside the floor by 9 points · rank 43 → 13 of 151.
- OneSignal: 7% to 6%, −1. Inside the floor by 10 points · rank 4 → 7 of 151.
- MoEngage: 3% to 4%, +1. Inside the floor by 10 points · rank 10 → 8 of 151.
- Adjust: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 12 of 151.

## 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.