Seven of fourteen models named Customer.io first on the direct prompt; two named Twilio Programmable Messaging. Customer.io was named by eleven of the fourteen models and Twilio Programmable Messaging by fourteen and Customer.io carries 14 labels and Twilio Programmable Messaging 42, so the shares are not directly comparable.
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.
| 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.
“The consensus for mid-market B2B SMS is Customer.io... with Customer.io as the best-in-class upgrade for SMS-centric, event-driven B2B programs.” Muse Glimmer 30B · paraphrase prompt · first choice
“For SMS: Customer.io is the top pick for mid-sized B2B companies due to its scalability, automation, and developer-friendly approach.” Mistral Small · paraphrase 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.