Seven of fourteen models named Customer.io first on the direct prompt; zero named Klaviyo SMS. Customer.io was named by eleven of the fourteen models and Klaviyo SMS by fourteen and Customer.io carries 14 labels and Klaviyo SMS 30, so the shares are not directly comparable.
Named in twelve 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.
| 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. 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.