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Expense Tracking on iOS (Without Breaking Privacy)💡#iOS #SwiftUI #Fintech #BuildInPublic #AI
🚀 Solved: Automating Expense Tracking on iOS (Without Breaking Privacy)
If you’ve ever built a fintech app for iOS, you know the struggle: Apple does not allow apps to read your SMS inbox. While this is great for privacy, it’s a hurdle for seamless expense tracking from mobile money receipts (like M-PESA).
In my latest project, FinSage, I found a way to bridge the gap using a mix of user-centered design and AI:
• The Workflow: Users simply long-press their transaction SMS and "Share" it directly to FinSage.
• The Intelligence: I’m using Foundation Models (LLMs) to handle the "AI Extract" feature. Instead of brittle Regex patterns that break when a carrier changes a comma, the AI instantly identifies the Amount, Recipient, and Category from raw text.
• The Result: A 2-second workflow that keeps the user in control of their data while providing 100% automated logging.
Fintech doesn't have to be manual. It just needs to be smart. 💡
#iOSDevelopment #SwiftUI #Fintech #BuildInPublic #AI #MobileMoney #FinSage
Видео Expense Tracking on iOS (Without Breaking Privacy)💡#iOS #SwiftUI #Fintech #BuildInPublic #AI канала Marshall Dev
If you’ve ever built a fintech app for iOS, you know the struggle: Apple does not allow apps to read your SMS inbox. While this is great for privacy, it’s a hurdle for seamless expense tracking from mobile money receipts (like M-PESA).
In my latest project, FinSage, I found a way to bridge the gap using a mix of user-centered design and AI:
• The Workflow: Users simply long-press their transaction SMS and "Share" it directly to FinSage.
• The Intelligence: I’m using Foundation Models (LLMs) to handle the "AI Extract" feature. Instead of brittle Regex patterns that break when a carrier changes a comma, the AI instantly identifies the Amount, Recipient, and Category from raw text.
• The Result: A 2-second workflow that keeps the user in control of their data while providing 100% automated logging.
Fintech doesn't have to be manual. It just needs to be smart. 💡
#iOSDevelopment #SwiftUI #Fintech #BuildInPublic #AI #MobileMoney #FinSage
Видео Expense Tracking on iOS (Without Breaking Privacy)💡#iOS #SwiftUI #Fintech #BuildInPublic #AI канала Marshall Dev
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2 марта 2026 г. 13:17:46
00:00:21
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