# Mobile apps: what AI models recommend, October 2026

Gane Index, October 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/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md

**Standing:** Customer.io leads with 17% of first choices; verdict contested. 58 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) | 17% | 0% | 17 |
| 2 | [CleverTap](https://www.gane.ai/index/gtm/vendors/clevertap/index.md) | 14% | 7% | 29 |
| 3 | [Braze](https://www.gane.ai/index/gtm/vendors/braze/index.md) | 9% | 37% | 43 |
| 4 | [OneSignal](https://www.gane.ai/index/gtm/vendors/onesignal/index.md) | 7% | 0% | 31 |
| 5 | [Google App Campaigns](https://www.gane.ai/index/gtm/vendors/google-app-campaigns/index.md) | 7% | 5% | 19 |
| 6 | [Apple Search Ads](https://www.gane.ai/index/gtm/vendors/apple-search-ads/index.md) | 5% | 0% | 12 |
| 7 | [Iterable](https://www.gane.ai/index/gtm/vendors/iterable/index.md) | 5% | 7% | 14 |
| 8 | [Meta Advantage+ App Campaigns](https://www.gane.ai/index/gtm/vendors/meta-advantage-app-campaigns/index.md) | 5% | 25% | 20 |
| 10 | [MoEngage](https://www.gane.ai/index/gtm/vendors/moengage/index.md) | 3% | 5% | 20 |
| 12 | [AppsFlyer](https://www.gane.ai/index/gtm/vendors/appsflyer/index.md) | 2% | 12% | 43 |
| 13 | [Adjust](https://www.gane.ai/index/gtm/vendors/adjust/index.md) | 2% | 3% | 32 |
| 23 | [Branch](https://www.gane.ai/index/gtm/vendors/branch/index.md) | 0% | 0% | 30 |

Rank is by share of first choices among all 116 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: Braze, CleverTap; alternatives Customer.io, Intercom
- GPT-5.4 mini: Customer.io; alternatives Airship, Braze, OneSignal
- Gemini 3.5 Flash: Customer.io; alternatives Branch, OneSignal
- Perplexity Sonar: Affise MMP; alternatives ActiveCampaign, AppsFlyer, MoEngage
- Grok 4.20: Adjust; alternatives Branch
- Mistral Small: CleverTap, Customer.io; alternatives Amplitude, AppsFlyer, Iterable, OneSignal
- DeepSeek V4 Flash: Customer.io; alternatives MoEngage, OneSignal
- Llama 4 Maverick: no first choice; alternatives Acoustic, AppsFlyer, Braze, CleverTap
- Qwen 3.7 Flash: Adobe Marketo Engage; alternatives ActiveCampaign, HubSpot Marketing Hub, OneSignal
- Kimi K2: Customer.io, HubSpot Marketing Hub; alternatives Intercom, OneSignal
- GLM 4.7 FlashX: Braze, CleverTap, Iterable; alternatives Affise MMP, AppsFlyer, Branch, MoEngage
- MiniMax M2.5: Customer.io; alternatives Braze, OneSignal
- GPT-6 Luna: Customer.io; alternatives AppsFlyer, Branch, Braze, OneSignal
- Muse Glimmer 30B: CleverTap, Customer.io; alternatives Dreamdata, MoEngage

## Sources the answers cite

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

- guideflow.com: 34 answers, 49 citations
- g2.com: 32 answers, 64 citations
- businessofapps.com: 25 answers, 33 citations
- learn.g2.com: 24 answers, 24 citations
- mobileappdaily.com: 21 answers, 21 citations
- f6s.com: 20 answers, 21 citations
- adlibrary.com: 18 answers, 18 citations
- appsflyer.com: 17 answers, 18 citations

Pages named in the most answers:

- https://learn.g2.com/best-mobile-marketing-software (24 answers)
- https://guideflow.com/blog/mobile-engagement-software (22 answers)
- https://adlibrary.com/posts/best-mobile-advertising-apps (18 answers)
- https://guideflow.com/blog/best-mobile-marketing-software (18 answers)
- https://mobileappdaily.com/products/best-mobile-marketing-software (17 answers)
- https://g2.com/categories/mobile-marketing (14 answers)
- https://gane.ai/index/gtm/marketing/mobile-apps/2026-09-expanded (14 answers)
- https://smartyads.com/blog/best-dsps-for-mobile-app-advertising (13 answers)
- https://insiderone.com/mobile-marketing-software (12 answers)
- https://digitalapplied.com/blog/marketing-automation-platform-comparison-2026 (10 answers)

## Warned against

- Braze: 16 of 43 labels negative. "What to Avoid for Mid-Market B2B - Braze ... really built for enterprise teams" (DeepSeek V4 Flash, direct prompt)
- AppLovin: 4 of 10 labels negative. "Frequently criticized for "attribution scams and privacy violations"" (GLM 4.7 FlashX, negative prompt)
- AppsFlyer: 5 of 43 labels negative. "Cons: Opaque/per-conversion pricing ($0.07+ post-12K conversions), enterprise-locked features, heavier SDK... many mid-market B2B teams start here but switch for cost." (Grok 4.20, direct prompt)
- Meta Advantage+ App Campaigns: 5 of 20 labels negative. "warn against depending only on Google/Meta, or only one channel like Instagram ads, because platform changes can hurt performance" (Perplexity Sonar, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Meta Advantage+ App Campaigns (15%) to Customer.io (16%). Margin 12 points, beyond the floor.

- Meta Advantage+ App Campaigns: 15% to 4%, −11. Cleared the floor by 0 points · rank 1 → 9 of 104.
- Apple Search Ads: 0% to 6%, +6. Inside the floor by 5 points · rank 17 → 6 of 104.
- Iterable: 0% to 6%, +6. Inside the floor by 5 points · rank 37 → 7 of 104.
- AppsFlyer: 7% to 2%, −5. Inside the floor by 6 points · rank 7 → 12 of 104.
- Firebase: 4% to 0%, −4. Inside the floor by 7 points · rank 9 → 23 of 104.
- CleverTap: 11% to 14%, +3. Inside the floor by 8 points · rank 3 → 2 of 104.
- OneSignal: 9% to 6%, −3. Inside the floor by 8 points · rank 4 of 104, unchanged.
- Google App Campaigns: 9% to 6%, −3. Inside the floor by 8 points · rank 5 of 104, unchanged.
- MoEngage: 7% to 4%, −3. Inside the floor by 8 points · rank 8 of 104, unchanged.
- Adjust: 0% to 2%, +2. Inside the floor by 9 points · rank 16 → 13 of 104.
- Branch: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 21 of 104.
- Customer.io: 15% to 16%, +1. Inside the floor by 10 points · rank 2 → 1 of 104.

## Record

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