Two of fourteen models named Pushwoosh first on the direct prompt; zero named Twilio Programmable Messaging. Pushwoosh was named by nine of the fourteen models and Twilio Programmable Messaging by eleven and Pushwoosh carries 14 labels and Twilio Programmable Messaging 28, so the shares are not directly comparable.
Fairfax, United States, founded 2014. Named in three categories this edition.
By Twilio, San Francisco, United States, founded 2008. Named in one category 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 mobile marketing and push page.
Across every category in the October 2026 Edition, Pushwoosh and Twilio Programmable Messaging were named in the same answer thirteen times, of the 54 answers naming Pushwoosh and the 88 naming Twilio Programmable Messaging. In those answers Twilio Programmable Messaging took the first choice zero times and Pushwoosh two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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 five in this category shown.
“console depth varies by plan tier, so capability may depend on what you pay for” Perplexity Sonar · negative prompt · soft negative
“Pushwoosh - a mid-market alternative to Braze and Airship for teams that need cross-platform push (web + mobile) with event-based automation at a fraction of the enterprise price.” Llama 4 Maverick · direct prompt · first choice
“Start with Sinch Engagement or Pushwoosh for a balance of cost, ease-of-use, and power.” Qwen 3.7 Flash · paraphrase prompt · first choice
“OneSignal and Pushwoosh are the best choices” Mistral Small · direct 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.
“Be Cautious of Developer-First CPaaS Engines if You Lack Engineering Support... Avoid If: You are a marketer or small business owner with no coding experience.” Gemini 3.5 Flash · negative prompt · soft negative
“Twilio (DIY API) has mixed rep for SMS—solid infrastructure but complaints on deliverability/support; deprecated Notify service in 2025.” Grok 4.1 Fast · negative prompt · soft negative
“Not a scam, but pricing surprises — carrier surcharges, 10DLC fees, and number rental can add ~50%+ to your budget.” DeepSeek V4 Flash · negative prompt · soft negative
“I'd recommend Twilio as the top choice for a combined push and SMS messaging tool.” Grok 4.1 Fast · paraphrase prompt · first choice
“If you need maximum flexibility, have dev resources, and anticipate very high volumes → Twilio is the more powerful (but more work) choice.” MiniMax M2.5 · paraphrase prompt · alternative
“Best if you want maximum flexibility and have engineering resources; it is positioned as customizable and API-driven.” Perplexity Sonar · paraphrase prompt · alternative
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.