| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Mobile marketing and push | Marketing | 0% | 24 of 75 | 12% | 8 | under 10 labels · led by OneSignal at 34% |
| Mobile apps | Marketing | 0% | 56 of 136 | 0% | 1 | under 10 labels · led by Meta Advantage+ App Campaigns at 15% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Developer-controlled infrastructure when you want flexibility and low lock-in, such as Firebase Cloud Messaging” Perplexity Sonar · Mobile & push · negative prompt · alternative
“cheapest option for push because it is free and unlimited, but it does not include the marketing console” Perplexity Sonar · Mobile & push · budget prompt · alternative
“Firebase: Completely free unlimited delivery (Google-backed), great for basics/analytics” Grok 4.1 Fast · Mobile apps · budget prompt · alternative
“Best Free Option: Firebase Cloud Messaging (FCM) ... Completely free” MiniMax M2.5 · Mobile & push · budget prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Not a Complete Solution: Transport-only; no cross-channel fallback” Kimi K2 · Mobile & push · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 7 of the 26 answers that named Firebase Cloud Messaging and are not a share of its labels.
Forty-nine of the forty-nine domain citations in answers naming Firebase Cloud Messaging came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Firebase Cloud Messaging's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Firebase Cloud Messaging, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at firebase.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.