Zero of fourteen models named Twilio Programmable Messaging first on the direct prompt; zero named Airship. Twilio Programmable Messaging was named by eleven of the fourteen models and Airship by thirteen and Twilio Programmable Messaging carries 28 labels and Airship 29, so the shares are not directly comparable.
By Twilio, San Francisco, United States, founded 2008. Named in one category this edition.
Portland, United States, founded 2009. Named in four 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.
Across every category in the October 2026 Edition, Twilio Programmable Messaging and Airship were named in the same answer forty-two times, of the 88 answers naming Twilio Programmable Messaging and the 197 naming Airship. In those answers Airship took the first choice five times and Twilio Programmable Messaging two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| 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 eight in this category shown.
“Be Cautious of Developer-First CPaaS Engines if You Lack Engineering Support... Avoid If: You are a marketer or small business owner with no coding experience.” Gemini 3.5 Flash · negative prompt · soft negative
“Twilio (DIY API) has mixed rep for SMS—solid infrastructure but complaints on deliverability/support; deprecated Notify service in 2025.” Grok 4.1 Fast · negative prompt · soft negative
“Not a scam, but pricing surprises — carrier surcharges, 10DLC fees, and number rental can add ~50%+ to your budget.” DeepSeek V4 Flash · negative prompt · soft negative
“I'd recommend Twilio as the top choice for a combined push and SMS messaging tool.” Grok 4.1 Fast · paraphrase prompt · first choice
“If you need maximum flexibility, have dev resources, and anticipate very high volumes → Twilio is the more powerful (but more work) choice.” MiniMax M2.5 · paraphrase prompt · alternative
“Best if you want maximum flexibility and have engineering resources; it is positioned as customizable and API-driven.” Perplexity Sonar · paraphrase prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid Braze and Airship unless you have enterprise-level budgets” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Labeled "enterprise giant" to avoid; poor fit for lean teams.” Grok 4.1 Fast · negative prompt · hard negative
“An enterprise-grade platform known for its reliability and security.” Qwen 3.7 Flash · comparative prompt · first choice
“Airship is the enterprise standard for mobile push notifications” Claude Haiku 4.5 · comparative prompt · first choice
“OneSignal/Braze/Airship for balance” Grok 4.1 Fast · scale 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.