# Mobile apps for small business buyers: 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 small B2B company. Page: https://www.gane.ai/index/gtm/marketing/mobile-apps/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/smb/index.md

**Standing:** OneSignal leads with 31% of first choices; verdict contested. 61 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) | 31% | 3% | 39 |
| 2 | [Google App Campaigns](https://www.gane.ai/index/gtm/vendors/google-app-campaigns/index.md) | 8% | 7% | 14 |
| 3 | [Branch](https://www.gane.ai/index/gtm/vendors/branch/index.md) | 5% | 0% | 19 |
| 4 | [Firebase](https://www.gane.ai/index/gtm/vendors/firebase/index.md) | 5% | 6% | 16 |
| 5 | [Textedly](https://www.gane.ai/index/gtm/vendors/textedly/index.md) | 3% | 0% | 16 |
| 6 | [Meta Advantage+ App Campaigns](https://www.gane.ai/index/gtm/vendors/meta-advantage-app-campaigns/index.md) | 3% | 16% | 19 |
| 8 | [Customer.io](https://www.gane.ai/index/gtm/vendors/customer-io/index.md) | 3% | 15% | 13 |
| 11 | [CleverTap](https://www.gane.ai/index/gtm/vendors/clevertap/index.md) | 3% | 43% | 30 |
| 12 | [AppsFlyer](https://www.gane.ai/index/gtm/vendors/appsflyer/index.md) | 2% | 23% | 39 |
| 13 | [Apple Search Ads](https://www.gane.ai/index/gtm/vendors/apple-search-ads/index.md) | 2% | 6% | 18 |
| 15 | [Mailchimp](https://www.gane.ai/index/gtm/vendors/mailchimp/index.md) | 2% | 0% | 10 |
| 20 | [Singular](https://www.gane.ai/index/gtm/vendors/singular/index.md) | 2% | 25% | 12 |

Rank is by share of first choices among all 137 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: Customer.io, Intercom; alternatives OneSignal, Textedly
- GPT-5.4 mini: OneSignal; alternatives Braze, CleverTap
- Gemini 3.5 Flash: Branch, Google Analytics 4; alternatives App Radar, Apple Search Ads, Customer.io, LinkedIn Campaign Manager
- Perplexity Sonar: Adobe Marketo Engage; alternatives MobileAction, SendPulse, Textedly
- Grok 4.20: App Radar; alternatives Apple Search Ads, CleverTap, Google Ads
- Mistral Small: Adobe Marketo Engage, Dreamdata; alternatives Textedly
- DeepSeek V4 Flash: OneSignal; alternatives Firebase, Vero
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: AppsFlyer, Singular; alternatives Amplitude, Apple Search Ads, Google Play App Campaigns, LinkedIn Advertising
- Kimi K2: ActiveCampaign, Textedly; alternatives AppsFlyer
- GLM 4.7 FlashX: SendPulse; alternatives AppsFlyer, Braze, Emitrr, Klaviyo
- MiniMax M2.5: Apple Search Ads; alternatives Google App Campaigns, LinkedIn Campaign Manager
- GPT-6 Luna: Google Search, LinkedIn Advertising; alternatives AppsFlyer, Firebase, Google Analytics 4
- Muse Glimmer 30B: Branch; alternatives AppTweak, HubSpot Marketing Hub

## Sources the answers cite

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

- g2.com: 50 answers, 99 citations
- mobileappdaily.com: 44 answers, 56 citations
- learn.g2.com: 36 answers, 36 citations
- guideflow.com: 29 answers, 36 citations
- businessofapps.com: 18 answers, 23 citations
- adlibrary.com: 18 answers, 18 citations
- insiderone.com: 17 answers, 17 citations
- splitmetrics.com: 14 answers, 16 citations

Pages named in the most answers:

- https://mobileappdaily.com/products/best-mobile-marketing-software (38 answers)
- https://learn.g2.com/best-mobile-marketing-software (35 answers)
- https://g2.com/categories/mobile-marketing (33 answers)
- https://adlibrary.com/posts/best-mobile-advertising-apps (18 answers)
- https://insiderone.com/mobile-marketing-software (15 answers)
- https://mobileappdaily.com/products/marketing-apps (15 answers)
- https://guideflow.com/blog/best-mobile-marketing-software (14 answers)
- https://g2.com/categories/mobile-marketing?hss_channel=lcp-2560882&locale=fr&order=g2_score&page=10 (13 answers)
- https://g2.com/categories/mobile-marketing?hss_channel=lcp-2560882&order=g2_score&page=7 (12 answers)
- https://guideflow.com/blog/mobile-engagement-software (12 answers)

## Warned against

- Braze: 19 of 31 labels negative. "Platforms to Avoid Entirely If You
GÇÖre a Small Business ... Braze or CleverTap (enterprise engagement) | High cost, requires data engineers" (DeepSeek V4 Flash, negative prompt)
- CleverTap: 13 of 30 labels negative. "I would not lead with CleverTap for a small B2B business ... complex for small businesses" (Perplexity Sonar, paraphrase prompt)
- AppsFlyer: 9 of 39 labels negative. "Enterprise plans with AppsFlyer, Adjust, Kochava, or Singular ... Enterprise MMP contracts often require multi-year commitments" (Gemini 3.5 Flash, negative prompt)
- Adjust: 5 of 25 labels negative. "Singular or Adjust (without a paid plan) | Their attribution is excellent, but if you can't afford a proper plan, you're better off with a simpler tool" (DeepSeek V4 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: OneSignal at 32%.

- OneSignal: 43% to 32%, −11. Inside the floor by 0 points · rank 1 of 129, unchanged.
- AppsFlyer: 7% to 2%, −5. Inside the floor by 6 points · rank 2 → 10 of 129.
- Google App Campaigns: 4% to 8%, +4. Inside the floor by 7 points · rank 5 → 2 of 129.
- Adjust: 4% to 0%, −4. Inside the floor by 7 points · rank 4 → 26 of 129.
- Textedly: 6% to 4%, −2. Inside the floor by 9 points · rank 3 of 129, unchanged.
- Branch: 2% to 4%, +2. Inside the floor by 9 points · rank 8 → 4 of 129.
- CleverTap: 2% to 4%, +2. Inside the floor by 9 points · rank 23 → 8 of 129.
- Singular: 0% to 2%, +2. Inside the floor by 9 points · rank 28 → 19 of 129.
- Customer.io: 4% to 4%, ±0. Inside the floor by 11 points · rank 6 of 129, unchanged.
- Apple Search Ads: 2% to 2%, ±0. Inside the floor by 11 points · rank 11 of 129, unchanged.
- Meta Advantage+ App Campaigns: 2% to 2%, ±0. Inside the floor by 11 points · rank 12 of 129, unchanged.
- Firebase: 2% to 2%, ±0. Inside the floor by 11 points · rank 9 → 13 of 129.

## 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.