# Firebase: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 3 categories by 7 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/firebase

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Mobile apps](https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md) | 4% | 11 | 20% | 5 |
| [In-app messaging and customer communications](https://www.gane.ai/index/gtm/customer/in-app-messaging-and-customer-communications/index.md) | 0% | 56 | 33% | 3 |
| [Mobile marketing and push](https://www.gane.ai/index/gtm/marketing/mobile-marketing-and-push/index.md) | 0% | 44 | 0% | 1 |

## What the models said for it

- "Best Overall Growth & Engagement Foundation: Google Firebase ... Firebase is the single most cost-effective starting point for any mobile app." (Gemini 3.5 Flash, Mobile apps)
- "For budgets under $10,000/month, start with Firebase + free ASO tools." (Kimi K2, Mobile apps)
- "Best for Developer-Led/Custom Solutions: Google Firebase ... Cons: High technical complexity." (Qwen 3.7 Flash, In-app messaging)
- "Start with Tencent RTC Chat or Firebase — they offer the most generous free tiers" (DeepSeek V4 Flash, In-app messaging)

## And against it

- "Firebase is not recommended as a tracking tool for app marketing." (Mistral Small, Mobile apps)
- "it can leak sensitive metadata like user IDs... Use only if you implement strong mitigations like encrypting payloads or avoiding it for sensitive data." (Grok 4.20, In-app messaging)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Firebase, from 24 of the 30 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 10
- softwareadvice.com: 10
- capterra.com: 6
- getapp.com: 6
- github.com: 5
- getstream.io: 4
- moburst.com: 4
- onesignal.com: 4
- toolradar.com: 4
- userpilot.com: 4

### Pages cited

- https://g2.com/categories/mobile-marketing: 4
- https://github.com/ishandutta2007/Awesome-In-App-Direct-Messaging: 4
- https://softwareadvice.com/mobile-marketing: 4
- https://softwareadvice.com/sms-marketing: 4
- https://userpilot.com/blog/mobile-app-analytics-tools: 4
- https://getapp.com/marketing-software/mobile-marketing/org/small-business: 3
- https://kurve.co.uk/blog/top-10-mobile-app-marketing-tools-unveiling-success-kurve: 3
- https://mobileappdaily.com/products/best-mobile-marketing-software: 3

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. From Wikidata, fetched 2026-09-14.

## 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.