# Mobile apps for small business buyers: 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 small B2B company. Page: https://www.gane.ai/index/gtm/marketing/mobile-apps/smb

**Standing:** OneSignal leads with 25% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [OneSignal](https://www.gane.ai/index/gtm/vendors/onesignal/index.md) | 25% | 2% | 41 |
| 2 | [Apple Search Ads](https://www.gane.ai/index/gtm/vendors/apple-search-ads/index.md) | 11% | 0% | 20 |
| 3 | [Google App Campaigns](https://www.gane.ai/index/gtm/vendors/google-app-campaigns/index.md) | 9% | 0% | 18 |
| 4 | [Meta Advantage+ App Campaigns](https://www.gane.ai/index/gtm/vendors/meta-advantage-app-campaigns/index.md) | 7% | 10% | 20 |
| 5 | [CleverTap](https://www.gane.ai/index/gtm/vendors/clevertap/index.md) | 7% | 43% | 30 |
| 6 | [AppsFlyer](https://www.gane.ai/index/gtm/vendors/appsflyer/index.md) | 5% | 27% | 41 |
| 8 | [Braze](https://www.gane.ai/index/gtm/vendors/braze/index.md) | 4% | 67% | 33 |
| 9 | [AppTweak](https://www.gane.ai/index/gtm/vendors/apptweak/index.md) | 2% | 0% | 14 |
| 10 | [Customer.io](https://www.gane.ai/index/gtm/vendors/customer-io/index.md) | 2% | 8% | 12 |
| 11 | [Mixpanel](https://www.gane.ai/index/gtm/vendors/mixpanel/index.md) | 2% | 9% | 11 |
| 12 | [Adjust](https://www.gane.ai/index/gtm/vendors/adjust/index.md) | 2% | 33% | 27 |
| 13 | [Firebase](https://www.gane.ai/index/gtm/vendors/firebase/index.md) | 2% | 25% | 12 |

Rank is by share of first choices among all 129 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: CleverTap; alternatives Netcore Customer Engagement Platform, OneSignal
- GPT-5.4 mini: Braze, CleverTap; alternatives Adjust, AppsFlyer
- Gemini 3.5 Flash: AppsFlyer, OneSignal; alternatives Branch, Customer.io, LinkedIn Campaign Manager, Mixpanel
- Perplexity Sonar: OneSignal; alternatives AppsFlyer, Customer.io
- Grok 4.20: AppsFlyer; alternatives App Radar, AppTweak, Braze, CleverTap
- Mistral Small: Customer.io, Google App Campaigns; alternatives App Radar, Branch
- DeepSeek V4 Flash: OneSignal; alternatives App Radar, CleverTap, Google Analytics 4
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: HubSpot Marketing Hub; alternatives AppTweak, LinkedIn Campaign Manager, MobileAction, OneSignal
- Kimi K2: Attribution App; alternatives Adjust Core, AppGoblin, EZ Texting, FoxData
- GLM 4.7 FlashX: Braze; alternatives AppsFlyer, Firebase, Insider, Pushwoosh
- MiniMax M2.5: Google App Campaigns, LinkedIn Campaign Manager; alternatives HubSpot Mobile Marketing
- GPT-6 Luna: HubSpot Marketing Hub; alternatives AppsFlyer, OneSignal
- Muse Glimmer 30B: CleverTap, HubSpot Marketing Hub, Insider; alternatives ActiveCampaign, Adjust, AppsFlyer, Braze

## 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, 57 citations
- softwareadvice.com: 31 answers, 43 citations
- mobileappdaily.com: 28 answers, 30 citations
- getapp.com: 16 answers, 22 citations
- appsflyer.com: 15 answers, 19 citations
- moburst.com: 15 answers, 16 citations
- guideflow.com: 14 answers, 17 citations
- onesignal.com: 13 answers, 20 citations

Pages named in the most answers:

- https://mobileappdaily.com/products/best-mobile-marketing-software (28 answers)
- https://softwareadvice.com/mobile-marketing/small-business (15 answers)
- https://kurve.co.uk/blog/top-10-mobile-app-marketing-tools-unveiling-success-kurve (12 answers)
- https://moburst.com/blog/best-mobile-marketing-tools-for-app-success (11 answers)
- https://arshsingh.com/blog/mobile-app-marketing-platforms (10 answers)
- https://g2.com/categories/mobile-advertising/small-business (10 answers)
- https://gane.ai/index/gtm/marketing/mobile-apps/smb (10 answers)
- https://insiderone.com/mobile-marketing-software (10 answers)
- https://softwareadvice.com/mobile-marketing?page=8 (10 answers)
- https://getapp.com/marketing-software/mobile-marketing/org/small-business (9 answers)

## Warned against

- Braze: 22 of 33 labels negative. "Why Avoid: It is one of the most robust cross-channel engagement engines in the world, but its pricing model is designed for massive scale." (Qwen 3.7 Flash, negative prompt)
- AppsFlyer: 11 of 41 labels negative. "Platforms to Avoid or Approach with Caution: AppsFlyer ... extremely expensive ... the cost often outweighs benefits" (Grok 4.20, negative prompt)
- CleverTap: 13 of 30 labels negative. "Why Avoid: Similar to Braze, this platform focuses heavily on "AI-driven" automation for high-growth consumer apps." (Qwen 3.7 Flash, negative prompt)
- Adjust: 9 of 27 labels negative. "Don't overpay for enterprise platforms like AppsFlyer, Adjust, or Braze" (DeepSeek V4 Flash, budget prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: OneSignal at 25%.

- Apple Search Ads: 2% to 11%, +9. Inside the floor by 2 points · rank 13 → 2 of 129.
- OneSignal: 31% to 25%, −6. Inside the floor by 5 points · rank 1 of 129, unchanged.
- Branch: 5% to 0%, −5. Inside the floor by 6 points · rank 3 → 25 of 129.
- Meta Advantage+ App Campaigns: 3% to 7%, +4. Inside the floor by 7 points · rank 6 → 4 of 129.
- CleverTap: 3% to 7%, +4. Inside the floor by 7 points · rank 11 → 5 of 129.
- Braze: 0% to 4%, +4. Inside the floor by 7 points · rank 137 → 8 of 129.
- AppsFlyer: 2% to 5%, +3. Inside the floor by 8 points · rank 12 → 6 of 129.
- Firebase: 5% to 2%, −3. Inside the floor by 8 points · rank 4 → 13 of 129.
- Textedly: 3% to 0%, −3. Inside the floor by 8 points · rank 5 → 33 of 129.
- MoEngage: 3% to 0%, −3. Inside the floor by 8 points · rank 10 → 124 of 129.
- AppTweak: 0% to 2%, +2. Inside the floor by 9 points · rank 32 → 9 of 129.
- Mixpanel: 0% to 2%, +2. Inside the floor by 9 points · rank 34 → 11 of 129.

## 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.