Zero of fourteen models named Brevo first on the direct prompt; two named Twilio Programmable Messaging. Both were named by all fourteen models and Brevo carries 26 labels and Twilio Programmable Messaging 42, so the shares are not directly comparable.
Paris, France, founded 2012. Named in twelve 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 SMS and WhatsApp marketing platforms page.
Across every category in the November 2026 Edition, Brevo and Twilio Programmable Messaging were named in the same answer fifty-five times, of the 479 answers naming Brevo and the 247 naming Twilio Programmable Messaging. In those answers Twilio Programmable Messaging took the first choice seven times and Brevo sixteen.
| 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. One of one in this category shown.
“I'd recommend starting with SimpleTexting or Brevo as they offer the best balance of affordability and essential features.” MiniMax M2.5 · budget 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.
“Twilio can have low per-message rates, but it's an API rather than a ready-made marketing dashboard, and carrier and phone-number fees add to the bill.” GPT-6 Luna · budget prompt · soft negative
“The smartest approach for most businesses is a hybrid strategy using platforms like Twilio, Klaviyo, or Omnisend that can orchestrate both channels.” DeepSeek V4 Flash · comparative prompt · first choice
“Developer-first platform with the most flexible APIs for global SMS and WhatsApp messaging. Powerhouse behind many large apps.” Muse Glimmer 30B · comparative prompt · first choice
“Stick to established providers like Twilio, MessageBird, Vonage, or other official Meta Business Partners” Kimi K2 · negative 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.