Seven of fourteen models named Customer.io first on the direct prompt; zero named WATI. Customer.io was named by eleven of the fourteen models and WATI by fourteen and Customer.io carries 14 labels and WATI 28, so the shares are not directly comparable.
Named in twelve categories this edition.
Named in three 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 five in this category shown.
“WATI has limited AI agents, limited cross-channel coverage, and no built-in conversion attribution reporting” Claude Haiku 4.5 · negative prompt · soft negative
“the best text message and WhatsApp marketing tool for a mid-sized B2B company would be WATI” Llama 4 Maverick · paraphrase prompt · first choice
“Examples of reliable BSPs include WATI, Interakt, and Trengo.” Qwen 3.7 Flash · negative prompt · first choice
“Top Recommendation: Wati or Respond.io” GLM 4.7 FlashX · paraphrase 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.