OneSignal vs Twilio Programmable Messaging
Six of fourteen models named OneSignal first on the direct prompt; zero named Twilio Programmable Messaging. Both were named by all fourteen models and OneSignal carries 65 labels and Twilio Programmable Messaging 37, so the shares are not directly comparable.
By Q140701571, San Mateo, United States, founded 2011. Named in five 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 mobile marketing and push page.
By framing
OneSignalFirst choices, of fourteen modelsTwilio Programmable Messaging
Across every category in the November 2026 Edition, OneSignal and Twilio Programmable Messaging were named in the same answer eighty-two times, of the 364 answers naming OneSignal and the 247 naming Twilio Programmable Messaging. In those answers Twilio Programmable Messaging took the first choice six times and OneSignal twenty-nine.
Every model, every framing
| 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 | | | |
OneSignal Twilio Programmable Messaging first choice named as an alternative argued againstblank: not namedEach cell is one answer, OneSignal on the left and Twilio Programmable Messaging on the right.The direct prompt
OneSignal first, Twilio Programmable Messaging not the choice
6 of 14 modelsTwilio Programmable Messaging was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
OneSignal51%#1 of 18Twilio Programmable Messaging6%#5 of 18OneSignal44%#1 of 18Twilio Programmable Messaging2%#7 of 18OneSignal15%#2 of 13Twilio Programmable Messaging9%#3 of 13What the models said about OneSignal
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Why be cautious: While not a "scam," the sudden pricing change left many indie developers stranded” DeepSeek V4 Flash · negative prompt · soft negative
“Validate carefully for enterprise procurement, governance, and reporting needs before committing.” Perplexity Sonar · negative prompt · soft negative
“A leading platform offering push notifications (web and mobile), SMS, in-app messaging, and email. It's popular for its ease of use, rich features, and scalability” Mistral Small · comparative prompt · first choice
“For most small‑to‑midsize companies, OneSignal gives you the best combination of a free push tier, affordable per‑MAU pricing for SMS, and a unified dashboard.” GLM 4.7 FlashX · budget prompt · first choice
“OneSignal stands out as one of the most balanced options for teams that need a mix of ease-of-use, solid feature depth, and attractive pricing.” Claude Haiku 4.5 · comparative prompt · first choice
What the models said about Twilio Programmable Messaging
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Verdict: Avoid for marketing if you lack dev resources; better for custom builds but high frustration risk.” Grok 4.20 · negative prompt · hard negative
“Avoid for marketer-led teams without engineering support. It is developer-centric” Perplexity Sonar · negative prompt · hard negative
“Use with Caution: Powerful but require technical expertise to configure compliantly. Not recommended for non-technical teams.” Qwen 3.7 Flash · negative prompt · soft negative
“Absolute lowest cost (with developer) | FCM + Twilio | Push is 100% free; SMS is raw wholesale cost per message.” Gemini 3.5 Flash · budget 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.