45% of first choices, clear leader.
The floor is 12 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. How the floor is measured
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
“Several reviewers explicitly advise avoiding Braze unless you are pushing toward enterprise scale.” Mistral Small, negative prompt
“**Avoid** Braze and Airship unless you have enterprise-level budgets” DeepSeek V4 Flash, paraphrase prompt
“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
“Why we recommend avoiding Enterprise B2C options (like Braze or Attentive) for Mid-Market B2B” Gemini 3.5 Flash, direct prompt
77 of 84 answers in this category came back with a source list, from 14 of 6 models: citations where the model returns them, or the search results it consulted. 1202 links across 267 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 36 answers across every segment cited this index's own page for the category.
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| OneSignal onesignal.com | 45% | 330 | 4,400 | 133 | 29,726 | 38 | ||
| Customer.io customer.io Customer.io 19%, Customer.io Journeys 2% | 21% | 187 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Braze braze.com | 9% | 505 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| Pushwoosh pushwoosh.com | 6% | 53 | 170 | 4 | 4,463 | 1 | ||
| Omnisend omnisend.com | 4% | 185 | 9,900 | 108 | 51,545 | $113 | 66 | |
| Klaviyo klaviyo.com | 2% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | 7 |
| Twilio parent site Twilio Programmable Messaging 2% | 2% | 80 | 135,000 | 4,343 | ||||
| Airship airship.com | 2% | 184 | 22,200 | 3,093 | 23,006 | 7 | ||
| SendPulse sendpulse.com | 2% | 51 | 1,600 | 19 | 21,895 | 8 | ||
| WonderPush wonderpush.com | 2% | 14 |
Google's top ten for the one searches hold 9 sites; 2 of them are among the sites the models cited here (courier.com, learn.g2.com). The first result for “best mobile push notification and sms marketing platform” is courier.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide