AI products

Adding AI with a clear purpose

Practical guidance for founders and teams planning their next digital product.

Choose a concrete user task

Start with a workflow such as understanding an image, drafting text or answering a question from context. Define what a successful output looks like.

Design for uncertainty

AI results can be incomplete or wrong. Give users a way to review, correct or retry the output, and avoid presenting uncertain results as guarantees.

Plan cost and data handling

Estimate request volumes, define what data is sent to providers and protect API credentials on a backend. Consider latency, usage limits and failure states before launch.

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