Customer.io vs Pushwoosh
One of twelve models named Customer.io first on the direct prompt; zero named Pushwoosh. Customer.io was named by ten of the twelve models and Pushwoosh by eight and Customer.io carries 16 labels and Pushwoosh 10, so the shares are not directly comparable.
Named in seven categories this edition.
Fairfax, United States, founded 2014. Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 in-app messaging and customer communications page.
By framing
Customer.ioFirst choices, of twelve modelsPushwoosh
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 4.1 Fast | | | ||||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | |||||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | |
Customer.io Pushwoosh first choice named as an alternative argued againstblank: not namedEach cell is one answer, Customer.io on the left and Pushwoosh on the right.The direct prompt
Customer.io first, Pushwoosh not the choice
1 of 12 modelsPushwoosh was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 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
Customer.io2%#10 of 12Pushwoosh0%#– of 12Customer.io5%#4 of 15Pushwoosh5%#6 of 15Pushwoosh2%#– of 13Customer.io0%#– of 13What the models said about Customer.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Can be overkill compared with PLG-focused tools” Perplexity Sonar · negative prompt · soft negative
What the models said about Pushwoosh
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Pushwoosh (from $0) | Cheaper start, but spikes at volume.” Grok 4.1 Fast · scale prompt · soft negative
“Winner: Pushwoosh Pushwoosh is widely considered the most cost-effective platform for sending in-app messages” Qwen 3.7 Flash · budget prompt · first choice
“Pushwoosh emerges as the best in-app messaging platform for companies with limited budgets” MiniMax M2.5 · 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.