Appcues vs Customer.io
One of fourteen models named Appcues first on the direct prompt; zero named Customer.io. Appcues was named by eleven of the fourteen models and Customer.io by eleven and Appcues carries 26 labels and Customer.io 17, so the shares are not directly comparable.
Named in eight categories this edition.
Named in twelve 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 in-app messaging and customer communications page.
By framing
AppcuesFirst choices, of fourteen modelsCustomer.io
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 | | | |
Appcues Customer.io first choice named as an alternative argued againstblank: not namedEach cell is one answer, Appcues on the left and Customer.io on the right.The direct prompt
Appcues first, Customer.io an alternative
1 of 14 modelsCustomer.io 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
6 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
Customer.io4%#4 of 16Appcues0%#11 of 16Appcues4%#4 of 12Customer.io2%#6 of 12What the models said about Appcues
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Pricing starts around $3,600/year + setup fees; requires talking to sales for most plans.” Kimi K2 · direct prompt · soft negative
“Top Pick: Appcues ... Go with Appcues if your primary need is driving product adoption and feature announcements inside your app.” Kimi K2 · paraphrase prompt · first choice
“the best in-app messaging platform is usually Appcues” GPT-5.4 mini · direct prompt · first choice
What 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.
“in-app UI (tooltips/tours) is weaker” DeepSeek V4 Flash · paraphrase prompt · soft negative
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.