Should we add AI features, and will consumers pay for them?
AI features can lift conversion. They can also add a cost to every free user.
- Do users want AI?
- Will they pay more?
- What about costs?
Add AI where it saves users time on a task they do often. Model the cost per user, especially on free plans, and set limits. Explain what data the feature uses and whether it's used for training. Test AI as a premium feature or usage add-on. Measure adoption, retention and paid conversion, not launches.
Before you build
- Frequent task.
- Cost per user modeled.
- Usage limits.
- Clear data explanation.
- Paid access tested.
How we look at it at ShoutEx
We help pick, build and price AI features. See AI features users pay for.
- AI for headlines.
- Unlimited free use.
- Vague data terms.
- No adoption data.
- Real task.
- Costs controlled.
- Clear data use.
- Adoption tracked.
What founders and platforms say
Here is what regulators and founders say.
Privacy principles for AI.
Read the principles →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 pick, build and price them.
Book a call →Follow-up questions
Credits or unlimited?
Credits control cost.
Which model provider?
Compare quality, cost and data terms.
Do we need to disclose AI?
Be clear when users interact with AI.