Four of fourteen models named Braze first on the direct prompt; zero named Twilio Programmable Messaging. Both were named by all fourteen models and Braze carries 49 labels and Twilio Programmable Messaging 37, so the shares are not directly comparable.
New York City, United States, founded 2011. Named in fourteen categories this edition.
By Twilio, San Francisco, United States, founded 2008. 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.
Across every category in the November 2026 Edition, Braze and Twilio Programmable Messaging were named in the same answer 112 times, of the 612 answers naming Braze and the 247 naming Twilio Programmable Messaging. In those answers Twilio Programmable Messaging took the first choice fifteen times and Braze thirty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Two of two in this category shown.
“What to Avoid for Mid-Sized B2B: Braze is excellent but overkill for most mid-sized companies” GLM 4.7 FlashX · paraphrase prompt · hard negative
“Braze | Enterprise lifecycle marketing & product teams | Best-in-class cross-channel orchestration, dynamic personalization, and scale.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Verdict: Avoid for marketing if you lack dev resources; better for custom builds but high frustration risk.” Grok 4.20 · negative prompt · hard negative
“Avoid for marketer-led teams without engineering support. It is developer-centric” Perplexity Sonar · negative prompt · hard negative
“Use with Caution: Powerful but require technical expertise to configure compliantly. Not recommended for non-technical teams.” Qwen 3.7 Flash · negative prompt · soft negative
“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
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.