Building CouponLab: Finding Coupon Codes That Actually Work

Description and use

CouponLab is built to deliver usable coupon codes by leveraging AI for discovery and manual testing to confirm applicability, enhancing user trust and experience.

Problem

Users searching for coupons need discounts that can be applied at checkout, but many listed offers fail to work.

Outcome

CouponLab enhances the coupon discovery experience by ensuring that displayed codes are functional and providing users with transparent information about discounts and restrictions.

Workflow

• Search for coupons
• AI assists in locating potential offers
• Manually test each coupon at checkout
• Record whether the coupon applies and under what conditions
• Display test results and restrictions alongside the coupon code

Evidence

Finding codes is part of the work. Trying them and figuring out whether they’re useful is the part I care about most.

Source

A page full of offers can look useful. But if you reach checkout and none of them apply, that page hasn’t helped you much.

Source

I want CouponLab to be useful at that moment.

Source