Cashback Platform: Case Study

Cashback platform is a platform that rewards you with cashback offers for buying groceries and more. Shop at any store, and start saving money every week with cashback rewards on all your essentials, groceries, and offers on fresh food!

Features of Cashback app

• Users can capture their receipts, select cashback deals, and submit claim requests.
• Users can withdraw by cheque or Interac e-Transfer when the balance reaches $20.
• New cashback deals are refreshed every week.

Challenges

• Reviewing receipt claims are manually reviewed, there will need an automatic review process when users reach a large number to help the client save time.

Solutions

• Using OpenCV to pre-process receipt photos, OCR to get text, and some regex rules to extract the information.

Business Outcomes from the Cashback Platform

• Successfully auto-review about a quarter of receipt claims.
• The client has more than 1000 users who are using the app now.

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