Which AI features will app users actually pay for?
Users don't pay for AI. They pay for an app that does their task faster or better, and AI can be how.
- Should we add AI to our app?
- Will users pay more?
- How do we cover AI costs?
Start with the task users open your app for and ask where AI makes it faster or better: a meal plan built from their preferences, a summary of their notes, a draft reply, a photo turned into data. Make the result visible and editable. Put heavier AI use behind a paid tier or credits to cover model costs. Measure whether AI users retain and convert better.
Good fits
| App type | AI feature |
|---|---|
| Fitness and food | Plans from preferences and history |
| Notes and productivity | Summaries and next steps |
| Finance | Spending insights in plain language |
| Field and B2B | Photo or voice to structured records |
Measure
- Retention of AI users versus others.
- Paid conversion after AI use.
- Cost per AI action.
- Errors and user corrections.
How we look at it at ShoutEx
Our developers build AI features; our marketers position and price them. Choosing AI features and pricing AI features go deeper.
- AI added for the label.
- No editing of results.
- Unlimited free AI.
- No measurement.
- Core task improved.
- Editable results.
- Priced to cover costs.
- Retention compared.
What developers and the app stores say
Here is what developers and users say.
Community summaries describe recurring themes in public threads, not individual posts. Vendor pages describe vendor claims, so test them on your own calls.
Read next
Go deeper in the ShoutEx guides, or check the sources behind this answer.
We'll help choose, build and price AI features.
Book a call →Follow-up questions
On-device or cloud AI?
On-device for privacy and speed where possible; cloud for heavier tasks.
Do we need to disclose AI?
Be open about it, and follow store rules.
Can AI replace onboarding?
It can personalize it.