Two of fourteen models named Twilio Programmable Messaging first on the direct prompt; zero named Klaviyo SMS. Both were named by all fourteen models and Twilio Programmable Messaging carries 42 labels and Klaviyo SMS 30, so the shares are not directly comparable.
By Twilio, San Francisco, United States, founded 2008. Named in two categories this edition.
By Klaviyo, Boston, United States, founded 2012. 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, Twilio Programmable Messaging and Klaviyo SMS were named in the same answer sixty-one times, of the 247 answers naming Twilio Programmable Messaging and the 87 naming Klaviyo SMS. In those answers Klaviyo SMS took the first choice five times and Twilio Programmable Messaging ten.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Many buyers report frustration with high costs and missing features, especially with platforms like Attentive, Postscript, and Klaviyo SMS.” Mistral Small · negative prompt · soft negative
“with Klaviyo SMS beside them — draw complaints about cost, getting data in, building flows, support, missing features and attribution” Muse Glimmer 30B · negative prompt · soft negative
“Billing traps around "active profiles"... Strong overall (4+ stars), but watch billing closely.” Grok 4.20 · negative prompt · soft negative
“The best SMS marketing platform for a company with a limited budget is Klaviyo, which offers a starting price of $20/mo” Llama 4 Maverick · budget prompt · first choice
“Unbeatable for e-commerce — it unifies customer data with SMS/WhatsApp campaigns and automations” DeepSeek V4 Flash · comparative prompt · first choice
“For North American E-Commerce Brands: Choose Klaviyo (if unifying email and SMS)” Gemini 3.5 Flash · comparative 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.