Zero of fourteen models named Firebase Cloud Messaging first on the direct prompt; zero named SimpleTexting. Firebase Cloud Messaging was named by eleven of the fourteen models and SimpleTexting by twelve and Firebase Cloud Messaging carries 18 labels and SimpleTexting 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the mobile marketing and push page.
| Model | DirectFC | ParaphraseFC | ComparativeFC | Budget-constrainedFC | Scale-constrainedFC | NegativeFC |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | FC | FC | ||||
| GPT-5.4 mini | FC | |||||
| Gemini 3.5 Flash | FC | |||||
| Perplexity Sonar | FC | FC | FC | |||
| Grok 4.20 | FC | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | FC | FC | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | FC | |||||
| GLM 4.7 FlashX | FC | |||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Use cautiously for marketing. It is primarily a free push-delivery infrastructure layer, not a full campaign-management” Perplexity Sonar · negative prompt · soft negative
“it does not provide a complete marketing layer for segmentation, campaign orchestration, SMS, or lifecycle analytics” Perplexity Sonar · comparative prompt · soft negative
“Firebase Cloud Messaging is free for unlimited push on Android, iOS, and web, but it delivers push only.” Claude Haiku 4.5 · comparative prompt · soft negative
“Google's free push notification service that's ideal for small to medium businesses starting out. It's free to use” Claude Haiku 4.5 · budget prompt · first choice
“Absolute lowest cost (with developer) | FCM + Twilio | Push is 100% free; SMS is raw wholesale cost per message.” Gemini 3.5 Flash · budget prompt · first choice
“Firebase Cloud Messaging is the cheapest option because push delivery is free; however, it does not provide a comparable built-in SMS marketing system” Perplexity Sonar · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid for international audiences unless they confirm coverage, sender support, and local compliance” Perplexity Sonar · negative prompt · hard negative
“SimpleTexting is an SMS/MMS-only solution focused on the US and Canada, so it's a poor fit if you need other communication channels or global reach” Claude Haiku 4.5 · negative prompt · soft negative
“For SMS marketing, SimpleTexting, EZTexting, or Brevo are excellent budget choices.” Mistral Small · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.